{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Adversarial-Robustness-Toolbox for scikit-learn Support Vector Machines SVC and LinearSVC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.svm import SVC, LinearSVC\n",
    "from sklearn.datasets import load_iris\n",
    "\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "from art.estimators.classification import SklearnClassifier\n",
    "from art.attacks.evasion import ProjectedGradientDescent\n",
    "from art.attacks.evasion import CarliniL2Method\n",
    "from art.utils import load_mnist\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1 Training scikit-learn SVC/LinearSVC and attacking with ART Projected Gradient Descent, CarliniL2Method, Deepfool "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_adversarial_examples(x_train, y_train, kernel, model_type=None, attack='PGD'):\n",
    "    \n",
    "    # Create and fit LinearSVC or SVC\n",
    "    if model_type == 'LinearSVC':\n",
    "        model = LinearSVC()\n",
    "    else:\n",
    "        model = SVC(C=1.0, kernel=kernel, degree=3, gamma='auto', coef0=0.0, shrinking=True, probability=True, \n",
    "                    tol=0.001, cache_size=200, class_weight=None, verbose=False, max_iter=-1, \n",
    "                    decision_function_shape='ovr', random_state=None)\n",
    "    model.fit(X=x_train, y=y_train)\n",
    "\n",
    "    #  Create ART classifier for scikit-learn SVC\n",
    "    art_classifier = SklearnClassifier(model=model, clip_values=(0, 10))\n",
    "\n",
    "    # Create ART attack\n",
    "    if attack == 'PGD':\n",
    "        attacker = ProjectedGradientDescent(estimator=art_classifier, norm=1, eps=1.0, eps_step=0.1,\n",
    "                                            max_iter=10, targeted=False, num_random_init=0, batch_size=1,\n",
    "                                            verbose=False)\n",
    "    elif attack == 'CW':\n",
    "        attacker = CarliniL2Method(classifier=art_classifier, max_iter=20, verbose=False)\n",
    "            \n",
    "    # Generate adversarial samples \n",
    "    x_train_adv = attacker.generate(x_train)\n",
    "\n",
    "    return x_train_adv, model\n",
    "    return 0, 0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.1 Utility functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_data(num_classes):\n",
    "    x_train, y_train = load_iris(return_X_y=True)\n",
    "    x_train = x_train[y_train < num_classes][:, [0, 1]]\n",
    "    y_train = y_train[y_train < num_classes]\n",
    "    x_train[:, 0][y_train == 0] -= 2\n",
    "    x_train[:, 1][y_train == 2] += 2\n",
    "    return x_train, y_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_results(model, x_train, y_train, x_train_adv, num_classes, model_type=None):\n",
    "    \n",
    "    fig, axs = plt.subplots(1, num_classes, figsize=(num_classes * 5, 5))\n",
    "\n",
    "    colors = ['orange', 'blue', 'green']\n",
    "\n",
    "    for i_class in range(num_classes):\n",
    "\n",
    "        # Plot difference vectors\n",
    "        for i in range(y_train[y_train == i_class].shape[0]):\n",
    "            x_1_0 = x_train[y_train == i_class][i, 0]\n",
    "            x_1_1 = x_train[y_train == i_class][i, 1]\n",
    "            x_2_0 = x_train_adv[y_train == i_class][i, 0]\n",
    "            x_2_1 = x_train_adv[y_train == i_class][i, 1]\n",
    "            axs[i_class].plot([x_1_0, x_2_0], [x_1_1, x_2_1], c='black', zorder=1)\n",
    "\n",
    "        # Plot benign samples\n",
    "        for i_class_2 in range(num_classes):\n",
    "            axs[i_class].scatter(x_train[y_train == i_class_2][:, 0], x_train[y_train == i_class_2][:, 1],\n",
    "                                 s=20, zorder=2, c=colors[i_class_2])\n",
    "        axs[i_class].set_aspect('equal', adjustable='box')\n",
    "\n",
    "        if model_type is None:\n",
    "            # Mark support vectors with circles\n",
    "            for sv in model.support_vectors_:\n",
    "                axs[i_class].scatter(sv[0], sv[1], s=200, linewidth=3, facecolors='none',\n",
    "                                     edgecolors='lightgreen', zorder=2)\n",
    "\n",
    "        # Show predicted probability as contour plot\n",
    "        h = .01\n",
    "        x_min, x_max = 1.5, 8.5\n",
    "        y_min, y_max = 0, 7\n",
    "\n",
    "        xx, yy = np.meshgrid(np.arange(x_min, x_max, h), np.arange(y_min, y_max, h))\n",
    "\n",
    "        if model_type is None and model.probability:\n",
    "            Z_proba = model.predict_proba(np.c_[xx.ravel(), yy.ravel()])\n",
    "            Z_proba = Z_proba[:, i_class].reshape(xx.shape)\n",
    "            im = axs[i_class].contourf(xx, yy, Z_proba, levels=[0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0],\n",
    "                                       vmin=0, vmax=1)\n",
    "            if i_class == num_classes - 1:\n",
    "                cax = fig.add_axes([0.95, 0.2, 0.025, 0.6])\n",
    "                plt.colorbar(im, ax=axs[i_class], cax=cax)\n",
    "        else:\n",
    "            Z = model.predict(np.c_[xx.ravel(), yy.ravel()])\n",
    "            Z = Z.reshape(xx.shape)\n",
    "            axs[i_class].contour(xx, yy, Z, cmap=plt.cm.Paired)\n",
    "\n",
    "        # Plot adversarial samples\n",
    "        axs[i_class].scatter(x_train_adv[y_train == i_class][:, 0], x_train_adv[y_train == i_class][:, 1],\n",
    "                             zorder=2, c='red', marker='X')\n",
    "        axs[i_class].set_xlim((x_min, x_max))\n",
    "        axs[i_class].set_ylim((y_min, y_max))\n",
    "\n",
    "        axs[i_class].set_title('class ' + str(i_class))\n",
    "        axs[i_class].set_xlabel('feature 1')\n",
    "        axs[i_class].set_ylabel('feature 2')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2 Example: Iris dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### legend\n",
    "- colored background: probability of class i\n",
    "- orange circles: class 1\n",
    "- blue circles: class 2\n",
    "- green circles: class 3\n",
    "- light green circles: support vectors\n",
    "- red crosses: adversarial samples for class i"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.1 LinearSVC, binary classification with Projected Gradient Descent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_classes = 2\n",
    "x_train, y_train = get_data(num_classes)\n",
    "x_train_adv, model = get_adversarial_examples(x_train, y_train, kernel='linear', model_type='LinearSVC')\n",
    "plot_results(model, x_train, y_train, x_train_adv, num_classes, model_type='LinearSVC')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.2 LinearSVC, binary classification with CarliniL2Method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_classes = 2\n",
    "x_train, y_train = get_data(num_classes)\n",
    "x_train_adv, model = get_adversarial_examples(x_train, y_train, kernel='linear', model_type='LinearSVC',\n",
    "                                              attack='CW')\n",
    "plot_results(model, x_train, y_train, x_train_adv, num_classes, model_type='LinearSVC')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.3 LinearSVC, multi-classification with Projected Gradient Descent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_classes = 3\n",
    "x_train, y_train = get_data(num_classes)\n",
    "x_train_adv, model = get_adversarial_examples(x_train, y_train, kernel='linear', model_type='LinearSVC')\n",
    "plot_results(model, x_train, y_train, x_train_adv, num_classes, model_type='LinearSVC')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.4 LinearSVC, multi-classification with CarliniL2Method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SObrwIBx2QZPuN/q7KxcNUpskkipitcLw4a4jPx+uvRZiYuDaawk9tQfdjdOJmTLLVU9SI3R84CW0FaTyr89Iw01SozhsctaoJpHpsCWSmsFqApVahnXXFFKbJJIqMmoUYs0aHKtW4YiPR/z+OyI9HbFiBVc+8SGsOUTw7uM4R470d08vGvyZrr+2kd9iEkmAI9NhSySSQERqk0RSNZxOJ2qLBSyuGCsBKEKgNbleO7VqVixfzkiNBp1Oh16vJygoiODgYEJDQwkPDyciIoLIyEiio6OJiYkhLi6OuLg4IiMjCQ8Pdx8ajRzaV5bKvz4j/7oSSTl4prkG/Do4kemwJRJJMaVT8NdUSv7zQWqTRFIJ8+ejatzYbbT5QuVw8kyTJkRZLJhMJgoLC8nJyUGcx+a4KpXKbfwZjUa38RcWFuZl/EVHR9OwYUPi4+OJiYnxMv60Wu15P25AjJ0qS+Vfj5GGm0TiA8801ya7CeEUBOmCZMpriUTiV0qn4J/UdRKzd8yWKfklkkBl7FgUm83rlFKqiuIU/G0yQZp3Vlaz2UxOTo77yMjI4OzZs6SmppKWlkZGRgaZmZlkZ2eTm5tLfn4+BQUFmEwmLBYLeXl5OJ3VD2FRqVRotVq38RcUFOQ2/sLDw4mMjCQqKoqYmBhiY2OJj48nLi6Ov7L+4tlNz6JVazHbzXLsVAtIw01SI6gyT6DRRvu7GzWCZ5prk93kPp9jyQFg0qJJDG4+WM4ySyT1AKvdgTbM4O9u1Ai+tGnGlhkA7tdSnySSAMVodK0E5eT4LC4oKODDN95wr3pFRER4rYI1btyYoKAgFKW02VcxNpuNvLy8co2/9PR0MjMzycrKIjc3l7y8PC/jLyMjg9TU1MpvFAQ8BmiRY6daRBpukhohxpENRKPSN/R3Vy6Y4jTXnsLjSXHK66qIz/60/Ww+vZlejXvRPqZ9TXdVIpFUwl97ttKzbTBpx0w07ezv3lwYlWkTSH2SSAKORYtg1CjX7/Pnu35f6e265wCamExkPfVUhU2p1WovY86XgVfeERERQcOGDTEajdU2/pxOJ/n5+eTk5JCbm+s2/lJSUjh37hwZGRkcKTzCamU1Dhw+26iSNuXnQ/Pm2J12Fn4/lTG3TkWj0sDx4xASUq0+X6xIw01SIxSLQGyzrn7uyYXjK821J2a7uUoprx9a8pB7NhzgwV4PMn349JrookQiqSJOux2VCkxZ9X/j1cq0CaQ+SSQBR1G8lddroxFMJRMwGqORjH79yJs3z8s1sqIjOzubnJwcjh075j6Xm5tbaVycRqOp1MCrqLx58+Z06NChjPGXVpBGs3eblTuxVCVtat4ckZ6OGrhlyKNAUSKX5s3LuJFeqkjDTSIpRXGa60mLJqFRacizeu9NJ5yVBwvvT9vvNSgCmLF5BlN6TJEz2xKJ5Lzw1CatWovNYcNit+CkJIZF6pNEUk8wGnEoTlTCiYJrAjwsLIywsDCaNGlyXk16royVNvAqOo4dO+aul5eXVyXjz5eB16NRDzbEbECFCqviPclUFW2yO+2o8Y4BFEXnpcHiQr4PEokPitNcLzm8hIeWPuRlvBl1xkqX+zef3lzueTkwkkgk54tnCv4sUxa3LLjFHUMCUp8kkoDHw3Xy4F3daP/ZT6A0rZFU9SqVqkaMP8+YuPJW+kofR44cIWdbDgargfy4fBgOeIQXV0WbFn4/1b3S5smC+dMYd15Pc/EhDTeJpBxigmMY0XoE9/96v9d5m8NGiC6ELae3lJvutlfjXj7bbBXZqsLrysOf6b4lEklgUZyCP60grYzrpNVuJcuURVpBWrlbBZSnT0aNscLrfCG1SSKpJh6uk85fpiGWPIyi+qefO1WCSqVyr6CdLym5KbSY3sLtNqm1w/xv82m//HG2v/8inQfcCsDfq7/nssdedm2MvWgRY26d6rO9W659nO072pd7HTqd9wVWK4wahcVuYU/RPm7l1q1nSMNNIqkAX65Jk7pNovus7hVuFdA+pj0P9nqQGZtL3JGGthjKkK+HVHuLgdLpv2VKXYlEAmX1yWQ14cTJLQtuqXCrAF/6pFbUTF48uVpbDEhtkkgkvogLi/PSpvnf5jPghAr78bV06jwEVZF3d6fLh2BTg12jQzNqFBqVBoHLPdITxW6v8DqvGEKAUaOwr16Jw26lVedVOOwV1K1nqPzdAcnFgaFBKAAaXbCfe1LzjO84nhOPnuD3Cb+zbfI2Zm+fjcluIseSg9VhxSZs5FhyMNlNTFo0ibQCVwDt9OHT2TdlH1+M+oK1d63lr5N/Vek6TzzTf1dWVyKRlMV54HdCIhScjupvZFsfKNan+TfPR6PWYHVY3VoxY8uMcrWjWJ/eH/Y+BrUBh3BU6bpipDZJJBdGdmEhQfFh2Ot/3iSfeI6drkq4CrvTTpAdtE5XDJsCaAUE2V2eAha7BY4fR4mOxhEZwbwV7yI0rvUlhUquK4XFbsFqtxJkh3BzxXXrG9Jwk9QIhqhgss85CI1v4++u1AoxwTH0bNyTfGs+OnX5y+zF6W6LiQ6KpkNMBwqsBdW6rpji9N9VqSuRSMrSwJEPgMHQ2M89qT1igmNoYGxQocaAb30K04ehVWurdR1IbZJILpTDKamExxs4u7/Q312pNYrHTofefxGt710CALBpYM+HU11ujD164OjWlVZNu5DRqxP2CiwVgx32vVF2C4U9H7yIrZRPofse9RzpKimpMWyFzsor1XMSIxIptJYvsjaHzR2/5ulGVDrzW2nyLfk+0+T6Sv/teQ+JRFI1DMGR/u5CrVKZNoFvffKVObc0vvRJapPkkqQodgpw7ck2Zgxs3w7dusHChWVfjx3rqltBbJXdUoFFc5HQecCtqCpwetDaoeOUqaDRe7k4hpgrXmFSgC69RoLV5nW+4wMv4bCXc48V3nvo1Tek4SaRVBNFpVB6f8kQXQgOp4PZo2a7A/uL3YjcwbmKFqPGiFqlJt+a73W9Eyfphellgvt9xdgV30MikUg8Ka1NGpUGjaJBp9F5aYenPnkSqgvF5rRhtpu9zvvSJ6lNkkuSUaNgzRqcQiDi41EVFoLTCStW4Cz12hEfj8puR1EUxMiRqH77zd+9DyiKY9nMGtBpdGg0eix2C44iF0fsJfUcCm7Dr/TW4UKUPafX6LFrdBRixaZxGW3F96jvSMNNIqkGSdlJGDVGr5nmUF0o04dPZ0TrEe5BS7EbkefAyKgzMv/m+axLXse0P6eVabu8VNye6b9l5jaJROILX9oUpA1i/s3zaWBs4KUdvvQpRBfC9OHTybXk8vCyh8u070ufpDZJLlVU5pLJDQEoQqDOz/d6rSl6XQisWb6cEYqCWq1Gp9Oh0+lo3fsKls0ejRCCIUOGEB0dTWxsLA0bNiQ2Npa4uDhiY2O99kkzGAxlNr6uD/y9+ns6dR6C1sPxSAALlr7FqLcWuwyqRYvYk7SBVp1XuY02ALsCOVd25dt7e/PwXR+VaXvB4te5pfTJRYvQjBqFw25hf1FWyeJ71Hdq1XBTFCUJyMM1B2gXQvSozftJJJVROnW152uoPD2/L/cgq8PK7nO7aRXZyn1deW5ETcKbcJn5Mp9tl07RXbpv50NFz3spD7KkNkkCkYr0qLLPbnmaY3VaWXxoMUNbDq1QnxxOB/Eh8bSKbOWzb576VBPa5KsdqU0upD4FMPPnQ0ICmEyV1y3CChQ5TOJwOLCbTCw0mQjauAkKhhP/+Kc8vukQowBbBe0Uo1ar3QagwWAgODiY0NBQIiIiiIqKomHDhl7GX1xcHA0aNHAbfyEhIdU2/i507HTZYy9jU+FluClAtyffRnsgFRQF8vPpeP+LaLwX/NEIiNh/jPsePeyz7ZtumwZnH/BO/3//i+h37YXOHav1nJ7bCOx959mqbz9Qh9TFits1Qoj0OriPxE+cy85CH15xcHsgUDp1tWfK66qm5y/tHpRnycPisPDWhrd4a8NbDG0xlN8m/EZMcAyTuk3ySrfdt2lf9zYCKlReMW8P9nrQazbbs6+F1kIUleKeTa9qyu0yz9ttErO3V57i+xJCatMlgFZbPxxLPD+vpfWoKun5fbkutmrQipFzRwIw7c9pFeqTxW5xbyMwtMVQlh9b7i7z1Kea0KaabOciRupTIDJ2rGtw70FpE6j06wijkfz+/XEsXkxeXh76G29Ev2kTDlMhmp7PIix2Bmk0bI+P5/nu3cnIyCA7O5vc3FwKCwsxm81YrVbsdjsOh8N9WK1W8vPzSU+v/r+JoihoNBq0Wi16vZ6goCCCg4MJDw8nMjKSmJgY4uPjiY2N5VjQMT7L+AytSotd2Lnjsjv4dt+31Ro7ebouGj1W01ruOQ0UrVLGxaEPD/e5HYA6K8cd61a6TKPSlEn/rzG76mlWrqZV5wFV3w7Ao51Ol69yu2d26jwEmyowthRQhKi9FMlFs0Y9qio+PXr0EFu3bq21/khqh8ULp3P9GD2H/8qmdd+y2X0CgbSCNJq926xMTEd5GDVGTjx6otzZo7SCNBYdWMS9i+8tU7b2rrW0iWpT6f30Kj1vDH2DwS0GexltlfW1sr5VpY2qtlMTKIqyLdBmjKU2XTocXPU6La8Ox2Ebhz7o/DeUrU1qUp+KZ8JTC1LdRpsnVdEno8bIigkrOJJ5hF6Ne7n1qSa0qSbbuVACUZugevoktamOGT4c1qxx/a7TQV6eK6ZNpYLQ0LKvi428/v1LBvvFbXis2lk1Gk61aMFvjz7qXhmLiIjwcpMMCQlBpVJhsVjIzc0lJyeHnJwczp07R0pKCqmpqaSnp5OSkkJaWhpZWVnk5OSQn5+PyWTCYrFgs9lwOBw4nVVMJhcEPAZ4zs0LylqnRZT72fVYydKsWoPK4fRqQgBCo8HW/2o0K1ejFt5lpesmd2tNo6Q0l9F2/DiW0TfgWL3KFRtXznWFGlAPuAZ9BclJLEMGlmnHk6q0UVOUp0+1PRUpgOWKoghgphBilo+OTQYmAzRt2rSWuyOpDYTDDuixFgRuZiRfMR0VUZzWulh8SrsJxATHkJyb7PPa5UeXo1PrKr2fXqund0LvMnEjlfVVq9ay4+yOMnEr1X3e0s94iSG16VJBgfwsJxGxgWm0Qe3o04urXvR5bVX0SavWolPr+EeXf1Srn1XRpqq2cwlrE1SiT1Kb/MiiReefVbIYH+6WhXY7nQ4donDKlHJvrSiKlyHny7iLjY2lTZs25dYJCgpyJUsRgoKCAnJycsjNzSUjI8Nt/BUf586dI8maxC52VZgV25MKtWnpUvTAO988xKMTZpS59t0v76d/jzG06jyAcHOZYje5Bkj77lOatu7nPrfngxfLxMaV6ZsTFj5zI6OHDCzX5bGydmwa2P/hVLqXf5tap7YNt6uFEKcVRYkFViiKckAI8adnhSJBmgWumaNa7o/kEsVXTEdFlJfW39MVYGjLoT6TjAxtObRK9ysvdXZl15rtZkZ9Nwq9Rl+ua8KF3P8SQWqTJGAINH2qTW2qSjuXuDZBJfoktamGKZ3iv7SxVV6ZTgelM0WWfr10adn2ExMhJ8erWrhKRe4115D2zTfk5OSQnZ3tXlErPkqfy87OJjk5mT179rjPORwVT6BrNBrCwsLKGHylXzdt2pSIiAhEkGDCtglYnB4bV1cQHlcVbXrkro99XvvoPz7CNmBPmTT+pfGV1t9X+v8yz+6EMUMewaYu3+WxsnYCYUuBWjXchBCni36eUxTlR6AX8GfFV0kkNY+v+I/imC+tWovZbkY4BUadsdy02cWzw5MWTWJw88H0adqnTCzI0BZD6dO0D0CF96sodXbpvpqsJhSVgkFjwOawYXfYMQszZofZqz+Vpequ6v0vBaQ2SQKJ0p/X0npU3me3pvSpPP2rrJ/no01VaedS1iaQ+lTnjBqFWLMGIQQ0aoRid43clWJjqzj9f6NGqGw2VyKNG25AWbbs/NrPK9k3UaEoZsvpRP333+5kIueD5ypaZQaf5+vjx4+7z+Xm5lImhKojMApXqhw1KDsURFeBIhTQgECgERqEIhiQM4AP3/wQdaia/+T/B6uwltGmGEXxGcemUpQyafxDLK5tABxAvqH8tP5lriva/82hgFNxGW0KoBWuNgqx4rBbKL05gGc7WocrMQqAXQU2VWBsKVBrMW6KogQDKiFEXtHvK4BpQohy/9Olr3b95Jd57zDylmD2LsvgsmH/5+/uVEh1MyNtOb2FIV8PIcdSMjsWpg/j9wm/07NxTwDWnVzH8qPLGdqyZFBUlftVJQ6kdN+yTFncsuCWCvtTU/evKQItjkRq06XFwdWv07BDKBGx9/u7K5VS3aySNalPpe9X3X5WV5su5P41RaBpE1Rfn6Q21QDDhyNWr0bxSPFfCKxTq9FoNPS2WjF6jJULcVnRNxmNGI1Gd1bH0NBQd3KP4gQf0dHRjJ41i9gDB9DaSnJGlo6/sgMrgdFBQRgMBneykLCwMMLDw2nQoAGRkZHuLQPi4+Np2LChV7bI0NBQVKqKtquuHKfTSX5+fhkDLzkjmeNZx9EUaHDkOkjJTeGs+Sz2dDt5uXlkODIwpZjIS8kjPz8fGgF3AoaStt16YGwJcXE4heC9z+/jkbs+RqUokJICISHe2SGnTEX/9x4sl1/Gno9eouMDL/l2c/SIofPMKmnp3JGfnrmRm4Y+itbD3MkxwJFda+ju4W5Zuh1/Z5X0R4xbQ+DHopSjGmBORQMjieRCqMgg8RX/UYyv157XZZmysNgtXu3ZHDasDitf7vySXo170adpnzIDoorar+qgxNe1aQVpZbcjsFvJMmWRVpDmc2b7Up65LgepTZI6o7raVJ4eeZYVXxeiCymjBxabhY2nNhKiC6F9TPtq61NVqAlt8vVMEkDqU90zfz40bgwehptKr+f3e+7Bkp5O/++/96puACap1ZhMJkwmE5mZmRU2/wxwCoiooI4AxkGV2ywPjUbj3ibAl/EXFRVFdHQ0DRs2JC4uDn2kngJtAe3j2tMirgUhISGEhYURFhaGIdKAOdtMr4heXBd8XZX7kJKbwrpj67j9l9vdLpZBFjjyei4Rrw/h+3kvMSY0GI1Kw2M3vgJ3TPduoCgWrjvA76sASl6X56Ko03lf98dq93U3DhmITe1aaSsmxAyde49i24afyhqDRe10s1qhZy8sdgtCFziZ02vNcBNCHAM611b7ksAhMv8U0BbEhc30nC/l+VFXVlbVNm1O751VWjZoydWfX+1+/WCvB5k+fHrpJmoFXy5GTpzuNN4VPd/5vhcXG1KbLh32nzhGg6YhOKz+CQOqbW2yOqxc3fRqVhxb4S63OC3uDbSlNtU/pD75gbFjUWze3/MGlYrXjh6FP/4oU10FnFapcFgs7tWp3Nxcd6bH4p8ZGRmkpaUx8fvvMaSkuLJNloMGOAjEXoAXnKIoOBwOTCYThYWFlRt/pVwgWQTsAa1Wi3K5gnWY1eUOqYLmu5vTsrClT+MvLi6OyMhIwsPDWX5mOVN+m4JOrcMuSiylpHch2gQU5nDLkEeBolXH5s0hrXYnbcpzo3RmZVe8VUCpLQaqvKVALVOr2wFUF7nkXz/ZMfdZuo5PJONkb6KaXl6n9/aVVro4HS1QbtmFptIvzb4p+8pkh6xN0grS2HF2Bzd+f2OVnq+i9+lSTbldHaQ21U9+XTGHof3zObYhm7b963arEqlNUpvqAqlNNUDpFP+eKfz/+ANKGXUCsCsK90yYQFRUFFFRUcTExBAXF0d8fDzx8fHExcWh0Wh8t18qMUlxm4VBQbz373+jVqvdmR/tdjuFhYXk5eWRlZVFZmam2zjMy8ujoKAAk8mE2WzGbq8kO4cnvtL824B3XQageESULXsHl59oddos4txrLsOtdFp/R2QEmoysqvf7fCjlRtn5yhtRsrK9thzwlebf19YAl8J2AJJLCGNY3bvk+UorXZyOFii3rKIBQXVTcwNsPr25TgdHMcExNDA2qPLzVfQ+SVdKycWOw1bFPYtqEKlNUpsk9YTSKf49M0empECzZmUuaSYEZ7/6qtKm1Wo1RrWaHxwOVCoVD0RG8pnVSm+TCU8fJTvQuLCQnH//u9y2QkJCvLI/JiQklNnnzWAwoNVq3cYfuOLWrFYreXl5ZGZmkpmZyXHLcTazGQclWSj1Gj2j7h1FQUEBv6l+w+6REz80OJTPfv+MpuqmpKamcvbsWVJTU0lLSyMjI4OsrCxOOU+xV+z1uXVAxymQ8lbZZ1owfxrjKn0XL5BSbpTbNvxUZssBX2n+fW0NcClsByCR1Cq+0kp7pqOtqKw6bVZGr8a9qlW/Jqjs2c+3rkQiuXCkNkltktQTigb2bjx/7+57iJ7coAFbly5173127tw5MjIyyD53jgdXrMBut/NYQgKvHj2Kw+FgfFgY+VYrtrQ0cq1WzLgWqIqxAXOBEeV0UVEU9yba586dQ1EU96qc0+nEbreXzQbpo43iBCrBMcGIDt71HThoHduasLAwVmSs8Er7aHPY6Na8G4mxieUmQKnII2DPh777dPPNL0DmQxX2u6bxlfK/qlsMXPTbAUgktY2vtPeeqaRLx3/0bdq30lnc0m0WWAtwiJJZqSahTUjOK9l8e2iLoXU6o11eP6uTxlum3JZIape60Cabw0bfpn29Uv57IrVJIql5FFwraVdccUXZwuHDIT8fAaw9cQJFCBSVipQrrigxCItcJ50OG4pBi9PiRCcEHVq1Yuott5Cenk5mZqY7q2OxS2RhYSFmsxmLxYLNZsPhcOCsIG6uNEIId1vKWcW1kjQSd4ybfZGd/+35n6vy7UCrkmvNB8y0jG+JoijuZCe+9oEb2mAoS7RLUCtqLMKCKLL+wopyvJU2LTX5BVXuf01ROuatqlsMlFevrpExbpILpjjGrTB7JEER8X7pg6/MbfvT9tPhww5l6lY15qM4VmPUd6Pc+xL5oq7iMcrjfLcYuJRTblcXqU31k+IYt8N/ZtJh8DN+6UNtaVNxVsnus7qX6zoptalipDZJKiU/H5o3d/2+ezd06uT6/fhxV+r60hTHs5lKPpOFwAatln82beraLiAkhNcOHKBNk3DUix8guc/7aDQa/nj4YUKjoggPD/cyjsLCwipM9Z+fn8/Zs2c5ffq0e/WveAUwKyuLrKysMjFxJpMJq9WKVWvFEeqALEri16KABymz0fa/jP/CkGeocE+4nJwcHHoHxAHjcce7LfsShh4vG+NmHdAX/ao63qKw9NYBVd1ioLx6tYSMcZPUGhpj7f8DV4avtPebT2/2Wbe8mA9fqbkbGBug1+grNNz8HY8hU/5LJOWQfgKtLsqvXaiONm1NWk/7Ox93vSgVa5NmyymjT1tOb6kw5k1qk0RSTYoG60DJZ7BHj5LBemUZEOfPh4QEL8NN0ev5+Y476FVY6E4sMjE+noXvTSAhxED7pCTXytmDD5bbbLGbY2mDrrzfmzRp4vO8Xl/+alFubi7Jycl8+feXvHH4jTLlHYd25B9d/lHmvOfYKToomsLCQtYcWcOti28l354PwJhxcOptiPDYXSnXAEdm/bfu48VKbx3gR7fH80EabpILwu4UhDRrQF6mk5AGsf7ujhflxXb4Ol9eOuqqxJTUl3gMmXJbcqnR0J4FRKHWRPu7K16Up02jn/4CNm5zZa2Li0Nb5AZ1ZmBPWg0/XG19ktokkVSTUaNKMkAmJJRkmKxqCvixY0uuKcKoUvHe6dNe16/atY2GjbeSfsyE3W4nPz/fvY2A55YCFf2enp7O0aNH3efN5vInmIvR6/XlGn3FP0Wob0+8puqm5ObmEhIS4l79K++z27NVT6/EJ/Pngc7h3V4gxItVSIBuByANN8mFIQQqRSEv1UpopNrfvfGifUx7Huz1IDM2z3Cfe7DXg2VW29IK0pj08yRMdpN75nrSokkMbj7YZ/zFpG6TmL19dr2Kx6jsGSWSi5GipGrEJHb1b0dKUZ42hWw8AoBiMrkzagujkT3n9mCyOyvVJ7PdjHAKjDqj1CaJ5EIwmdyrZjatlpTkZDYtWODenNrz8DRk3BiN3lsLlMLhsKGooDDT4l5NCw0NpXHjxufdZavV6mXcVdUQPHLkiNdedEIIGAZ4hvBtgoFTBwK449yCY4M5e+tZhEZUqk1qVT4alYpCjT2g4sUqwmK34LBbXdsBFCUpKcSKw27Bn72Whpvkomb68OlM6TGFzac306txL58ukpWlox7fcTyDmw/2clN6od8LdR6PcSHIlNsSSWDhU5v65pdxs7KrVUy8IwRErvtcRfoESG2SSM4XH66OBTYb7fbupbDYddkHxW6M0WFhfKzT0a6wkBMhIWiCg2mWmcnZQ4dY/NprhBRtVJ2lsnFFouvakydPuuPY1OrznwDX6XTExMQQE3P+nxun0+le/duRvINNpzbRVN2U8Pbh5Iz2NvqOmY9xTjnntW1Audr0z0bobrsHYbewvyheTFMcLxagyO0AJJcsdR10Xvp+7WPaVxjwfz7pqKsau+GPgHtfyJTbEolvauUzWkFCgzTF5L5f+/CWRTFt37kGjM2bQ16eV1OOQhNffAPX3l5yrqLPbnXiygJBn6Q2SQIKH66O4UYj6b16cXTGDPeqlOfhuVqVm5uL+tw5DHY7bdLTsQEqIWh87BjtnnnGne5/wE3Xc9ug63E6nTTz2CcuODjY7bJojDaiidYQq40lJjimzEpfsXujr8O9+Xc18NSDhIQEEhISGMnICus3e7eZ18bf7s9uUaxgmN2C6oMXCZs4ATR69L8uo7tOV757pJ8TgngitwOQXJLUdezC+dyvsnTU5/sMgRS3IVNuSyRlqbXPaPPmkJ7u+j2+JNOuuUk8zf7lcN/vyNLWNNp+2FWYkOAy2pxOUKkgNBRbYSFOm41Y4jBqci5KfZLaJAlIPFwdFcBoNNKxY8eqXeuRWdJYdKoQMOj1tE1MxGAw0KhRI8Dlzj1kyBD3ZtlCCBwOB6cbnObvDn+DE4QiiPwrEsffDnJzc6u0BYDRaKzUuPM0AHfYdjD95HS0Ki0OHBc+dho+/PziwwIorkxuB1AFZFrb+ofFZif14Edo1IJG7R/2KvO1GWNtpqe+0Pv5mn0+3zbr+tmriky5fX5IbaqfbP/2Gbrd3oLMpO5EJno7t9TqZzQmpsRwK0IA6UEQ+1TJud++VTHklB7Fwy0LlQoiI+H4ccTNN7Nz5076pKfz46pfiWwRedHqk9Sm80NqUw3jK6skVG/FJ7/I5Tknx33KpNPxyM03k24ykZeXR3zH1nw8rTMntmRyxY2vkOe50h4EPIY7lT6UfD6jg6IpKCjwufJX3gpgeXUcDkel9zvfsZNlyEAcq1e54sOKKNSAesA16CtYrTrf62oFuR2ApMYxp0FBEgQngsE/X7YrfpnJ8Bv0nNieV6asrmMXLvR+vlyMzrfNQI3bkOm5JXVCAGgTQHCjSAAMEWUD/mv1M7p7t9dKWzG9HwsFSrRy4u3BJL3pwGsIEBoKSUkQHIyybBnNs7OJ6dyZKROnsGPHDsKCwy74GQJRn6Q2SeqMivSpKFW8m/NZ5fGVWVKtZlZmpru9vz5/iqBQBWFT3Kto+fn55OXlsS5pHXevvpsCe8nm1J6fz5CQEEJCQtyrdueDEAKTyURubi5rj69l4sqJ5d6vMnx9ds83Piyg4soCdNsA37v5SQKfpLmwqBmsHOL6mTTXL93QFGSg1kBhhqNMWV3HLtTG/c63zUs5biM/8xRJmz7h1O73STuwxt/dkdQ1AaJNAGqjhvSTNoIi4sqU1epntDimrRQb3/Ge4Pri2wK0jlJeL1Yr3Hyz+2VERARz5swhKSmJBx54wKuq1Kfq4XTaOb3rZ05sfZ+kDR/4uzsSf1CX+mQ0Qni462cpdEWj7wYxHQBQqVSEhYXRuHFjrulyDU683SFr+vOpKApBQUHExcXR//L+NX6/jg+8hLa8+LBauO5iIOfMfpI2fsipXe+Tn3a83HrScKuPmNMQmyaBwwS2HNfPTZNcs0j+ojjvtgfF/s9GjZEwfRhGjbFWYxdq437n22ZdP7s/sVsLOLVjASe2vU9+5seERC4h8QpBeIKe9BMb/N09SV1iTnNpUQBpkygnHKRGP6NWqyuuZfhwl5uUh4uUKDoAglRGr/t1jO2Igivlf75GQyHg8BG/0qdPH1588UW++eYbvv766wt+hktHnwQZydtJ2vQB547OQKX6jMaXp5DQxYCmgb/7Jqlz6kqfFi2C/v1dx6lTJb/7yqColB2GXwxjJ71Gj06jo1ADOQaXu6NOo3O5GtbCdfURc34GJ7d8SfLO9zHlf0x4o79I7K0hKFZP8obvyr1OxrjVRzK2IFYOQbGVDA7QhsHA3yGqZ512ZdnX0xg2IY49y3LoOOxJn3X8nVXSn20GQta2msZmziPr1E4KM3YREg+RjTWo1Ao2K6QctZNzJBO9yUnzfjehjmmHSqOVcSSXChlbXDPZAaBNAEc2vk14nJ6YxAfKrVMjn9HiZATgcq/JzYXi79bQUEReHgJYCcQd241JZ3LdTxvujqfJnDmTXW3bAtDx6FGiS7lBORwOBg4cyPbt29mxYwetWrW64Ge4+PTJSV7mSTIP/47aWEh0Sz2GYNekYsYZwbn9uTjS82jcvCMRnYejMoRJbbqUCCB92vTlU1zxj1ac3dGI+K7X+6xTr8dO5xsfFkBZJWsac0EGWUmbsBYcJayJmgbxrmg1iwlO7zNTkJxDiNDSbNAdKKGNUalUMsbtoiE4EcXp7ebidFhRBSf6pz+VUNexC7Vxv/Nt82KI23A67RRkJZF5eDXaMBNx7XTEtlKglZbMFMGBVTmI9HwSO/QgoU0/mrSP8HeXJf4iOBFKaRNOm+t8gFKjn1GPTXvd5OWhAHaNBpvdzrVXX8uJEydK0nUXxbxEAiF//UWfPn245u67+fXXX732dFKr1XzzzTd07tyZ8ePHs27dOnRFA5lLWZ+slhzSDqzAbj1LTBstoZEqQq8Ac6GB5N2FmE/nEmkIpdFVo4kalOjv7kr8SW3oU00kMymHej12Ot/4sACNKzsfHHYzuSn7yTm1iaAYO7EtdcRfBqDn7DEHe5dmosox07LnAJp37o3S3VCldqXhVh8xxMAVs2HTJBxCjcWcz3+Xx/HCjaFU7c8ukVSEwGnP48yuJTjEORq20xMapRAaBeZCHYf+ysdxNofoqIZEdb2WyMGtKm9ScmngoU2otK5B0RWz/ZqgpE6YPx+RkOCdHbIU2uBgPu/ThzNLljBkyBBWrVpVpk6PHj2YPn06//znP/nvf//Liy++6FXepEkTPv30U8aMGcPzzz/Pa6+9VuOPEvhYyTi2ibxzewht7CSqiZbGnQH0JO+3cfT3VPR2aNbzGlr1uArlCjnMkRRRG/o0alTJantCQklSEj+kr5f4GyeW/FRS961AZcgmrr2eBgkKDRJU5GVp2bs8CzILiE9oRezlQ4lvUTb2uipIRauvJI6HuMGoC5L4c+0BXpl7JymGKcyePdu9H0hdYLTl19m9JLWJg9QDqzBlHyIiUSEiTk1CN3A6DJzYbSH/cAZGoaVR5z607de/Tv/HJPWMIm3yd1bJzNw89KHayivWBGPHopTKIicAz0+Jw2zme4eDbS1asHr1ap566ilef/31Mk3de++9rFu3jpdeeonevXtz7bXXepXfdNNN/POf/+T1119n8ODBDBkypBYeKJBwkp+WRObxP9GE5BHXVkdUC4WoFmoyU1TsWZKBkmMiLqENjXveQJP2YZU3Kbl0qS198lhtNysKu7ds4fWxY8vdO621xhXblp6ejvXECcLCwggNDT2vjbMl/kLgdFhI2bscm+UE0a21BEeoaNoLbFYDx7cVYj6RRbghjIbdBnLZ0K41clf5HxLoVJS21hADhhiGjerJ888f5j//+Q+9evXivvvuq7PuRYS6XAEim9Z5otYa4eKL8ag62af3kHN6K/qIfOLa6GjYDkBD6gkne35JQ8mzEJfYjsQrJqJ0qd++5ZJaoAra5E82/P4Nw2/Uc2x9DjGJdXRToxEroDaZUAFCpYKQEMx5eQiLBWdBAdu2bSMhIYE33niDK664gjFjxng1oSgKH330EVv2buHWx25l1U+r6NrG+wv/7bff5q+//uLOO+9k165dxMRcXNplM+WRdmQVNmsSDdvrCYlRCIlxrfgfXleA9Ww24UENiOs9ko4j5Iq/xAd1pU/z57tW2jxW2+1qNU+1aMG5ffvc+6bl5eXhmVPiwB+v4rALBt76EOlZJRPgQUFBXgZeaGhopRto+zr0en2tTrBeumMnQfqxjeSf20VIIzvRTbU0uhyKV/yPrUpDZ3ES16Ybra64HqV3zf8NpOEWyCTNLVrS17n8sq+Y7Zot8sGLL77I1q1befjhh+ncuTNXXnllnXRRKcqI1LDNVXVyv5pk7u65TPp5Ejq1DqvDyuxRsxnf0ff7ezFgykkl88QmnI4kYtvpiWisENEYCnK07PsjB0d6Pg1CIonvO46GIxv6u7uSQKYa2uQ3nBZUdh0NH/0UYla6BlhjxsD27dCtGyxc6IpHKc7iqFL5jlGpSgzL/PnQvDkAut27KWjRAo3JxKnERFr+/Tdcfz0bN2xgyunTrLXb+fPPP+nZsyfjxo1jz549tC1KSlLMoqOLOH7jccyFZnp804MvRn/BhK4T3OVBQUHMnTuXXr16MXHiRBYvXlyvV8GFsJNxYjv5KVvdK/6NOgEYSPrbSt7RTAx2hbjLetOm7yD3945E4pO61Ccfe7aFaLWsioqCzZvd55xOp9fG2aT+Qn6mk48/+aLSzbKPHz/u9dput5fuRRm0Wu15GXylj+Dg4DLacqmNnfLSj5F9cgtqwzni2umIbqEQ3UIhM0XDnqUZKNmFRMc2oXHfu2jSPqjW+yOzSgYq5jTEomYoDo+YCbURRp0od6YoMzOTnj17Yjab2bZtG3Fx5+c/Wx12LXiBy29OwGG/E7Wm/kTYpRWk0ezdZl4b0Bo1Rk48euKimT1y2ExkntpNwbnNRCSqiWjoSnTgsMPxHSZMyTkYnWoSelyLvln3Whv4KYoiM7ddTJjTXPsfVUOb/MGvC97lutmf4lx5EEWtxaFWoyksBKcToVLhCApC43CAxQKAQ6tFZTCUuDz27++KUSnKGCkAp0aDunjQVFwO7jpOIUCnQ7HZsFqtrHQ4SP/qKyZMmMCmTZvo378/vXr1YsWKFcyZM4e7776biIgITp8+TVCQ6wvflzZphIYzT54po00zZszgoYce4t133+WRRx6p1fezZhHkZZwk69gadOG5RDfXotG69OfcSSfn9mShyjUTFZdIbN/bUdS1s+IvtekipK71qXRG2dL6UQ4HV79OXIdQwmPvr9bthBCYzWby8vIqNfgqO0wVxOQWoyiK16qfMcrIjgE7cKpLti252MZO1sIcspK3Yc7fQ1RzHSGRrokiiwmStuRjTc0lRBNEk343o4lqUWv9KE+f5IpboFKQ5Aqe9RQfldZ1vhzxiYyM5IcffuDKK6/klltu4Y8//kCrraMYj3pGUnYSOrXOa3CkVWtJyk6qt+IjhIPCvBTS9y/FGG0msqmWmOYKMc11nDni4PS2DJRcM/GJ7WnZcyJKT+n+KDkPCpJcM9nV0CZ/o5hMXl92itOJJr/IPUmlQgiB2mJxG3G+NsxVTCbcOR59lAtAZTaD2QyAzmgk0mhk1KRJNGnShAEDBvDll18ybtw4/vnPf/L555+zadMmZs6cSe/evdm1axfgW5vsFjsff/8xz9/9vNc9H3jgAZYvX85TTz1F//796dKly3m8O3WD1ZxLxtF12KyHiWquIzRKRWgUFObpOLI+D1tqLqG6IJoOupPYEfH+7q6kvlLX+rRoUfkr8rWAoigYjUaMRiOxsbEX1JbNZqu2AZjsTEZxKpSIYf0fOzmdNnLTjpJ9fCUhjQTRTbU0bAuuFX8LSety0ZrsNOl0JW36Dvb7ir803PxBRb7XxQQnojhtXqeEw4pSSdrazp0788knn3DHHXfw5JNP8u6779ZEjy86EiMSsTq83RtsDhuJEYn+6dB5Yso9w7n9v6EOyqNBUx3B4SqCr4DcTC1H1uVhT80lIjiMRtf8g0at6qeoSuqYyvSpPqX8nz8ZEfc0WEtci0onDbHq9a4JrtzckpM6HSxYUNRG2RgWp1aLqri8qI5Sqg46HW3+/puWQ4YwevRoNmzYwK233sqBAweYOnUq7dq14+OPP2br1q1s27aNO++8k6+++sqnNqm0Kl556hXG9B5Dhw4d3OcVReGzzz6jc+fOjBs3jm3bthEcHHwh71iN4XRaSd23DEvBSULiFaKbaotSYRs4ts1MwakcdBYHzXsOoW2/q+q1q6ekjqji2KlO9akofb2bepRJUqvVEhkZSWRkZJWv8eURUP/GToLc1ANkHf8LXYSFyKY6IhoqRDTUkJbsZN+KbERGPrFxCTS96m5UnQNDU4uRhltdkzQXUZTGX6M4yve99kr5r8JiKuDNtc159uYGlf7Rbr/9drZs2cJ7771Hz549uf3222vlUQAUVf38so0JjmH2qNlMWjQJrVqLzWFj9qjZAT9j5LSbOLt3CXbraULiNUQlaGh2BVgtBpJ3myk8mYXOKmjebwztBnTyd3cl9Y2qxIbUl5T/NiuM/QrFVnE8iNpkQpjNXsacrbAQ7c03uwZhPmJYLHl5aEaNQvv7764TPupY8/OJuOcelixZQu/evRkxYgQbN27khRde4ODBg/zf//0fbdq0Yf369TRq1Iivv/6a3r17M2XKlDLa9OY1bzJt1jTGjBnD5s2bCQ0Ndd8nOjqar7/+msGDB/Poo4/yySefXNDbdv44yUzaQu7Zv9FFWIhtpSO+owLoOHPE7h4MxSW0pvmVd6N0l8MPSTWoatxaPdEnlbp+xmnW17GTxZTJub2/IdRphCdoCW+oJqyha8X/xM5CLKdzCFZ0NB10OzFDmvm7uxUiY9zqkvPxvS6aYfpu8UbGT3yYf/3rX7zxxhuV3spmszF48GC2bNnChg0b6Ny5cw09RAm5ZguZ+z8mro0BnfEeVCp15RcFGIGfGUmQdmQtBel70UfYiG+nd5ecPmQn60gO+jwrcR2uIKTjtQE5ay3jSOoJ1dWnqsx+1wb5+e5EIOzeDZ2KJiiOH4eQEHe1rV89RY+5S3CuOoRKpQGdDpGX505GYjcY0BS5NToBodOhNhqx5ufjcDhI79CBpnv3lolhcZhMYLWSq9GgO3WK4IkTYetWKChw17EWFGC32zndsiWtjxxh8+bNDOnfn2V6Pb169cI2Zw47WrUiLy+P6HXraNCwIW3btsVut7Nu3TquvPLKMtq0evVqBg0axM0338x3331X5rP+7LPP8sorrzBv3jzGFrtr1TL5mafIOrYGoc4gqrmO4AjXYDQnXXDucCGWE1nExjQh+soxqIKqPqtfV0htqidcwNjJn1uSlMdf29bTOXE3hZlW4lo/5O/unBeBPnZyOu2kHvgDS95hgqIhtqUrNMRhh1P7reQezSLEoaVh5/4EtaqbZH7VpdoxboqiqIF7gARgmRBinUfZc0KI/1bxxmpgK3BaCHF9tXt+MeHD99qpaFBV5HtdlLZ23D968uem/bz55pv06tWr7BdzKZHSarXMmzePbt26MXr0aLZu3Vqt5fCqUGh1oAvWcO6wiaZd6p/RBq7Zo0ATnZzUw+Qkb0ZRZ9CwvZ6YVgoxrVRkpeo4+Fc+9uRsYuITadT3HzRuo6+8wYuQmtAnqU2lqG5sSHVSatfkIKp5c0hPd7k8xsd7n09Lc7/UaDWwaArO4fNR6Qwud8bISESR4VZstIHLcPvDasX+5ZeM+Pxz9uzYwZX79jHriy+YWCqGRd28Oc6MDPR2O87GjRE6HYoQLqOxRw+YPx/tzTdzcM8euh89yvSZM/nnP//JobZtifr7b1ixAn2LFvQuKMDpdPJX//40PHaMn376ieuuu45BgwZx8uRJYqK9tWnAgAG8/PLLPPPMM/Tp04eHH37Y62156aWXWLlyJffeey+9evWiWbOanzW2WwtJP7oWS95BguNURDfVEhLpWvE/e8jKsT8yCFUbie91Ha16d0C5MvAmkmobOXaqBc4nbq2q+uQHAy8/+xTGEIXTOwqIa10nt6xxAm/sJMhM/pu8M9tQBxWS0ElPfAcAHedOutwfVRmFxDbvQNNeN6N0qp8rnlCxq+RMIAjYDLyvKMoaIcTjRWU3AVUSH+ARYD8gd8X04XttMxegC2pGVb7e3n33XXbs2MFdd93FZZddVhLrUI4LQcOGDVm4cCH9+vXj9ttvZ/HixajVNW9gBdKqbX3EXJBJ1oktWPMPEd5UTUSchvCGYC40cOaQlbyD6YTpQ2jc92Yirm7q98DYAKEm9Elqkye1FRtSC6m5S8eplYtOg2X+N2giG7teh4ejpKeXaUsdGcmLrVqx4847+fHHHxk0aBADbriBSZMmodfrGe8Zt9KjB6o1awgymcDhAJMJYTSi9Ojhjm9Rli2jvd3O0BtvZMqUKTRs2JAbT58u6XdeHgAqoKPVyrU33MCff/7J1KlTmTp1Kt26dSMpKQmVyvuz/tRTT7F+/XqeeOIJevbs6bXti1arZc6cOXTp0oXbb7+d1atXX/BmvkI4yD67n5zkdWhDrDS+TE9cewA9KUlO9izNQJdro2HbrjTtdC1KJ5nwCDl2qnnqkTZJ6o7C7DNkJm3EYT9FdGsdkU1URDaB/Bw9hzcVYjmeSWREDHH97yCmSURAeiSdDxWNAHsJIW4TQrwLXAGEKIryg6Ioeqr4nakoSgJwHfDpBff0YqDY91ptBG0YNqHlHx85eW/mnCpdrtPpWLBgAcHBwYwePZqcnBzXbNGmSa6ZKFuO6+emSa7zQO/evZk+fTrLli1j6tSptfhwkqridFjJOruXExtnknJoBobgBcR3OEGzXnosFhV7fknj0LwUnMltaNbubjqNnUqzG/6FpkGiNNpKuCB9ktrkg1L6hNp44bEhlejTebF7t+/ze/ee97WrZszgt99+4/LLL+emm25izZo1/PTTT/Tt25cJEybwww8/lFSeP79k/7YiCm02xPz5Xuc0Gg3ff/89PXr0YPz48WQlJvq8t7NzZ3bu3Mmdd97J888/z7Bhw0hOTmbYsGFl6iqKwpdffknTpk0ZO3YsaWne72OLFi34+OOPWbduHf/5z38qfz/KIDDlpZK8fQ4ntr6PpfBTGjRaT+IVCmGN9Rz8K5+9350mZYWdhrFj6Dj8/2hz6wuEdxlZayn76yFy7FTT1BdtktQqNksBacc2kLTxA9JPfEBQxGISuqST0MVAVoqT3QvPcnRhBvq8nrTq8QAdx02j0bCHUBkbXDRGG1S84uZWYSGEHZisKMoLwEogpNyrvHkXeAoILa+CoiiTgckATZs2rWKz9ZjE8RA3GAqS0AQ1wzx/Mk899RR9+vShZ8+elV7euHFj5s2bx6BBg5g4cSILZz2DqpQLgVC0KB4uBJMnT2bz5s3897//pUePHowqdvuR1BECS2E6qXuXgiabuPZ6GsQrNIhXyM/Wsn9lDs5z+cQ3bkZsl2E0HNnI3x2uD1yoPr2L1KayeOhTjbgO1UZq7k6dyox+BcBll6GkVTLo6uQ7Yc/lt93GxqVLWb58OYMGDeLGG29k8eLF/PLLL1x77bWMGzeOH3/8keuuu85nIhLFbmd327Z0OnXKa4AQHBzM4sWL6dOnDzt37mSAj3vHxsTw1ltv8dhjj/Hcc8/x66+/0qJFC1asWMHzzz9fxgCLiIhgwYIFXHnllYwfP57ffvvNy5PitttuY/ny5fz3v/9l0KBB9OvXr8K3xGEvJOPoegqzDhLeTKFBvIYm3QAMJO1yrfiHKFqa9R1Jm6s7ysmjyqn1sZPUpsTA1CZJjSKEnYLsk2QcWoUmpJD49jpiWijEtNCSlSrYszQDdY6Fpu0up3HbASS0Dbw42tqg3OQkiqJ8A3wjhFhW6vw9wEdCiAo3CFMU5XpghBBiiqIoA4B/VeanfUkE2ZYiMzOTrl27olar2bFjB+GcgYzNENULwtuXe90777zD448/zjuvPsujie94iY/FoUZ38xkUY8keH2azmb59+3Lw4EG2bNlC27ZtL7jvKbmFOFM+x1ZgpVnXxy64vYsLCyl7V2DOTyKqlZrQqJLNr5N2mjEdyyBUayS+x1C0CV0vqtmg0tRGAoAL0SepTRdAzv4q6ZMbz6QCduAtQFHB70dgwhRXnUWLyqxgeWG1eu+TFBkJNtdWKZ7fXjkqFeENimZWjx9n5y8v02VMAvbh89EUxbh5Xut5fTrQSKNh8eLFdO/enYEDB3LkyBGWLFlC165dGTRoEAd37+b45ZcTnZTkSpBitYJKhVOtxmyxsAZY9vDDvPfee2Ue4fjx44S1bEmkEF5GpwAcKhXq7Gz2duhA8qlTpH/6KdeNHk2TJk0oLCxk0aJF3HDDDWXa/Oyzz5g0aRLPPfdcGeMuLy+Pbt26YTab+fvvv0vFN9vJSz1E5vH16BqYiG9bEiebluwkdWc66nw7CW07E9xxKCpdYKXCrkkCTZuK6lVLn6Q2FXEh2lRMbW7U7cHSP+Yx+OpsjvyVSfvBz9TqveoXAqc9nzO7l+FwnCW2rQ5jaPHm14KkrQXYTmcTGRFDTNehaBte+Dg2kClPn2otq6SiKK8AE3B9XRtw+Wn/IIS4o7xrLlUB2rBhA3379uXnF5oxvNUxoMifovWD0HO6z2uEEIwfP5758+ez46enubzwXVBpsVlMTPjARtuhL/DSSy95XXPy5Em6d+9ObGwsGzdu9EopfT4sWTaHQf3yOLO3gOY9H6/8gosaJ5lJ28g7t5GgWBUxiSXfzWeOOMjYk4660E5Cu26Edr4ORX3ppMIOtMxtUpvOky0PweEZJa8r0CcviuNIXrHCfgdCpUPRG0tWrfr3r3jvo6KsjgJQdDrXJtlmM2i1EBqKyMwse010NAe+fZz273yLWHMMBVfWSMVqde21ptXCyZPQqRN2u52GhYVkWq2o1WqWLFlCly5duOaaazhx4gTLli2jffv27E9MpFt+Pnq9HrXD4cpOqddDcDD57drRaMsW8iwWpk6dyosvvlimS7lXXknwxo0AOIOC0BQWun4H7EYjOsBisbBGCILWrMFgMNC7d29UKhUHDhygZcuWZdqcNGkSn332Gb/++isjRozwKtu6dStXXXUVI0eO5NuvPiF1z09ogvOJaaVHZ3CZj4V5ghNbcnGcyycqoiExvYajiWxe2V/0oiHQtAmqr09Sm7hwbfLcNqAOYtxWffEM10xswb7lmXQYeqkbbk5SD6zCXLCXsEYaGsS7xkZOJyTvsZJ7KAODQ0WjTlcR1H7gRT3JXZo6N9xK3XwAcla7Qj55+wnuafg2Zf4nr9tX7uxRfn4+vXv3JiUlhR0bl9OkgQMR1Iy7pzzNF198wRdffME//vEPr2tWrlzJkCFDuOmmm5g3b94FfQhWffEs10xMZM/SbDoOf+q826mv5GeeIv3QUrShZhq20aHRut7LlOMOMg7lIrIKiIpsTOzVt6AOauDn3vqPQBwcFSO1qYrk7IdfO5Q9X4E+eWFOg+tuQKzfieKRzRGjsUqGm1izBsVzc+vi67ZuBR/JRkRkFCf/eJ5Gj85EtznJe2NsH/c8evQonTp1wmQyodFoWLp0KR07dmTAgAGcPn2a5cuX0+3f/8a5ejVGz+9Mj7Z27NjBFVdcgc1m4/333+ehh0ql+bZaSe/Th61bt/J+3778sGMH2vx8PNNFCaORvxSFm4xGNm3axO+//859991HZGQkp0+fxmAweDVpMpm46qqrOHHiBNu3byexKI7O6bRzdvevFBYcpmGbYMKiXXfJzxakHDZjSsoiWNET16U/Qa2uKv+9v8gJZG2CqumT1KYa0KY6ziq57eun6D6hFad3NqZxl+vq5J6BRPaZ/WSfXIkhUhDXpsTbInm/jZwj2Sh5Fho2aU3UVbde0rGz1d4OQFLDnFsHKcshbijE9ilTPOmGjrDJ+5wAlIzN5YpPiMbEkq9fYsD1Exk9bjJr167FYDAwc+ZMkpOTueeee2jSpAkDBw50XzNw4EBee+01nnzySd58802efPLJC340lerSSElvtxZwdu8SnM6zRLXQERKpIqQ35GbqOL61EPPpHCIMETQefBcNE8MuqZkhST2mEm0CXC5I5Z33pU+lB0OGGFi0AmejRqg9DTedDhYsqLh/8+dD48ZexpfQ6VAWLHBlZ/TcEqCIzjodvwAZb91F/KD/eV3r1GhQlbpny5Yt2b9/Px06dKCwsJDhw4ezbNkyVq5cyYABA7j22mtZ+fPPdNu61Z0RsnT/u3bt6q7/8MMPExERwYQJE7zqRm/ZQvo337B0wgT+edNNfLR4MUEe8XJOjYZGf/2F85prGDlyJBs2bGDjxo188cUXXHXVVWzfvt2r30ajkQULFtC9e3c+eP1JptzZn+BYiG2ho3FnsNvCSDlq4/jaNJQ8M2363kzL7p1RetbP7VsklyCV6VN1tQl865MfMITFVl7pIsCUl07a/l9R9DnEtNQR0UhFRCMtmSmC/StzsKfn0zA2kYS+E2nS/tI11KpKnRhuQojVwOq6uFdA8sdQSF3h+n3PNGg4FAb95lVFFdMb4SPiPtWRSENfbRYt8TdV6Tj0hpU7pm/jgQce4NNPP3Vnn+zTpw833XQT69evL9k6AHjiiSfYvHkzzzzzDN26dWPQoEE1+rgXC0I4SDuynsKMvwlppBCZoKFJVwWbxUDKURtJa9PRmZy0GDCWVr1aX1LujxcLUpsq1ybAFTfiC1/ny0uxPXYsarvdq6rdZEJz880Vr7iNHYviEZcGYCsoQDtmDMq2bT4vWZlylgKgwaOflUkkYsnPxzliBMHFm2oX0axZM7fxVlBQwLBhw/jtt99YuXIl/fv3J3vIEESp7VSsBQXoPPp/9dVXs3jxYkaMGME//vEPIiIiGDlypNc1d9xxB2fOnKHT00+XSddvycujyWOP8cMPPzBkyBBuueUWfv31V3bs2MGOHTu45557+PRTV6JBU14q5/b9gt5YSOqZ19AHub5A0k8L9v+RgyM9j0bNO6Ft1J0hk3sTFxfH5rEvoKik0VZfkPpUBX2qjjaB3AKgDnDYzKQe/B1b4XHCmqhpEK+haa+iLY72myk4mUMoWpoOvpMG18TLSe5qUml6KMXFHUVZkVAUpamiKOV8IiRlOLcOUSw8xaQud80ieRLeHqX1gy43H+E63v8NuvQbh73UYAdzGsIjja0GK189oOHn+Z/xySefAK7MY0uWLMFgMHDdddeRmprqvlxRFD777DPatWvHrbfeyokTJ2rhwesjgrzM45zY+Aln9k/HUvgpsa33k9hbh6JRc+CPHPZ+dxrr4UYktJxAx5HP0eaWF9DEtpdGm5+Q+nQBnFtXMigqxpc2gWvmuvWD3udaP1h2RrsqKbaNRkRYGGaVCqvVyvHjx73bsFpdcW3Dh7uSgGzd6oprMxoR4eFYNRpUdjt5q1YhHA6vS305/juFcLk0hofj0OsRQrBp40Z2+9gaoGnTphw6dIiQkBDsdjvXXnstR44cYeXKlWg0GiwWC069HkdoKIWA3W7n2LFjXm0MGzaM77//HiEEN954I2vWrCnzTE+uXElfgwG73Y5NoyFXpaKw6PoNGzbQq1cvPv74Y5YvX86jjz7Kxo0baZ6YwOWNCji49g2yUz7CGLqIZlc4iWpp4OQuEzvmn+bj+79j3Sob7Qc9ScdbpxHZaywNE1rw5Zdfsnv37hrxsJBUDalNF0hV9amq2gRyC4Baw0nWqR0kbfyI1CMzcIovadTxDM166TGbFPYszeDA92dQpbajeed/0mn08ySOfgZVaCNptJ0HVcnr+yFwJVA8JZEHfFBrPbrYSFle9fM9p6Nct49F50bT/kn4el93UlJSuOaaa7zrFSS5gmk90OqDGD+yNw899BCbNrl8Lps1a8Yvv/xCamoqI0eOpLCw0F0/JCSEH3/8EZvNxk033YTJMwbkEsJhy+fUtrmc3PY+2akfExq5gma9BZHNdCTvKmT3/DOk/uEgQn8tHYY8xWXjXiK44/UoerknaoAg9el8qY42gSvY/7p90PsL109fwf/FKbY9KU6xvWiRKx6sf3+U06fRDhrEwYYNaXvwIE888QROp9NVf9QoWLPGdSQkuIw3gOBglFOn0EVEoFIUNFYrjqysEmNNrXZnbNxdNJGS+cG9rLBYyO3aFU6dQn3NNTivvppJ0dH079+fjUXJQjxp1KgRR48eJSwsDLvdzpAhQ0hKSqLZzp1sMhhY5XRyYMUKHH368Jei0O7QIWbOnOnVxtixY/nkk09wOp0MHjyYnAEDXAlW1qzB2bgxyp9/Eqwo2HU6frfbmf/226zXaFgDDDWbGTBgAP/4xx1888Gz3HSVkayTszhy5DkennYNba8OJy/Ttfn1oe/Pok7rSKteD9Fp9PN8f0AwfvJTZYzS4cOH89hjjzFjxgx++eUX339fSU0jtelCqObYqVJtgor1SVItLPkpnNz8Jad2vU9+1iwaJGwhsbeaoCgtRzfksef7U2RtCCI2ZjQdh/8f7W6diq55PxTNpRFaU5tUZZngCiFEN0VRdgAIIbIURZFOqFUlbijKnmlepwSgxA0tOeHpb62PZuTtT/HV72ksW7WNZs2asXbtWh577DHeeecdV/3gRBSnt+uQcFh56a0v+WX9tYwZM4bt27cTGxtLz549mTt3LqNHj+aOO+5g/vz57j1/2rRpw9dff82oUaOYMmUKn332WbVmP1Q4Kq8UcDhJPfA7puzDGGMEDVvqSOgOToeBUwdsnNqcidEkaNS1P616Xy1ngwIfqU/nS9xQl/uRr/PFlI4F0UdDeAfXT18EJ7rcjzxx2lzndTovl0j18uVc7nAw+ZFHePvtt0lJSeHzzz8v2QTLZCqJTTMaoUcPCAmBHj1Q1qwhqPRkU9Hqm2I00rtXL9LVKtAqDBMC7ZYtrPr7b/osXUoIsCopiSFDhjBo0CB++uknhgwZ4tVUbGwsR48epVWrVuTk5DB48GD++OMPmuzeTf/+/bGNHMnq1atpkJ+P6NOH++67j7CwMMaPL3G5uueee8jNzeWJJ55g48aNDNHrUZnN7iQritFIcP/+vGa1sv7JJ5k5ayaff/waX43vT4+rWmMzfc7tU5oBkJni5NC6fEzH0/hqzk/M23GW3QeOe6X516hg7ty5dOvWjTFjxrBlyxbCw8Pd5a+88gqrV6/mrrvuYteuXTRqJPeLrGWkNl0I1dWnyrQJKtanukRV/8YVToeFlL3LsFlOEtxQRXRTLU17gc1iIHmPmeMnsohQhxDbbTDt+nf2d3cvaqqy4mZTFEVNkReKoigxuDIYS6pCbB8I6+TlArknmZIg26S5OH9qivhjMPyUAD82hpVDWDBhKxP6aQgKCiIkJIR3332XuXPnuq4xxLj8stVGHKoQCq3w7KKG6EIb88MPP5CRkcGtt97qdrEcNWoU77zzDj/++GMZV5kbbriB559/ni+++KLMrHFlRAS7Vv30YXEX8g7VOlmndnFy8+ec2v0+dusnNGyXRGJvLYpOw/7Vueydc4rsLWE0aTeZjiP/TctbnsPYuq802uoHUp/OlyJt8iKsk5c2sagZrBzi+rnlIe/XSXPLtumhTWjDXD+vmF1u8L9arWb69Om8/PLLzJkzh+uuu468zz4rs6+b8ExiMn8+DnX5cVpCq+Wv+2+iUTsdljzXBJfNZqNfv34sLTIcExMT+euvv2jVqhXXXXcdCxcuLNNOdHQ0x44do0GDBtjtdgYNGsTZs2dZtWoVarWagQMHEh4ezooVK1CpVNx+++1lVrMef/xxnn/+ecYIQZ5nUpaifjrnfMXnb0xh+28vcsNQE39ueoJxj/YgoWMYZw9Z2T73BMd/ymXy7bO5YuQ0dD0mYOx+E2fScunevXvJKmURcXFxfP/99xw7doy7774bz6zRer2euXPnYjKZmDBhAg5HfZx4q1dIbboQqqNPHmOncrUJqq1PtUVIvGvCxRBRNrFS4CBIP7qeExtncmb/dFTqL2l0eSrNeuqxWlXsXZrJoe/OYjrQiObdHqLTTS/SZNQT6JtIo63WEUJUeAC3Az8Dp4D/AQeBsZVddz5H9+7dxUWH6ZxwzjUK8S3uo+AzxI3D+7jKvvMu8zzs3+pFTBhizJgxQq1WC7VaLXbv3u3VtkjfLFb8MkcoiiLGjh0rnE6n+OKLLwQg/vWvf3l15aGHHhKAmDFjhtd5u90uhg8fLrRarVi/fn2VH233oqlCiJlCCOcFvEE1T2H2WXFq54/i5I73hMX0sXD1cabIz/5YHN36ntj13Qsi+df3hD03VTidgdX3ixFgq6gFvRB1qE8XqzaJ0vrzndF13ldZ6aO4bnltp28uv9wHn3/+uVCr1WJtaKhwGgzF81xCgDCr1cIxdKir4rBhQhiNXuWeh0lRRGrHlkKImWLXkldFp7ZtxRIQS0CEgDjTubOrDYtFZCUniyyNRpwD8e1bbwkRFSWEVivE4MFC5OUJMWyYsA4aJOIiI4UWxFIQGb16if1btog/dDqxUq8Xh/fuFb/++qvQFZWn9+rlvrb4PnubNhUFpfrpNGiFGHaZKNanUwc/EDt/mib+fG+KuPWqRKFSKQIQn3zyiTh58qSIi4sTiYmJ4ty5c2LQoEECECNGjPD5Xr755psCEG+99VaZstmzZwtAvPLKK1X+21ysSG0KYC5EnyrSpuK2q6lPNcnh9W+JtBMzKq9Yx+SeOyxObp0jTu99XxTrkhAzRda5j8XBtW+J3XOeF2f/mCkc5nw/9/TSoDx9qtBVUlEUFXAceAoYhGtf6BuFEPtrxGqsD1Rnjw/PuuD63ZLl2ofCWeLWY3PAqYPr+HbW/7g9XucKkPWFSsvUf43ngRe+YMqUKXz44YdcddVVnDlzhpCQEHca28HX9+T110/z5JNP0rFjR1544QU2bdrEm2++Sa9evRg7diwA77zzDklJSTz88MM0a9aM6693bQ2jVqv59ttv6dGjBzfffDPbtm0jLi6wV9E8cdhMZCb/TUHaViJbqAmLUdO4MzjsBo7vMGFKziHIqaZxj2tp3rULSneZSORiQOoTVden0vXMaXBmCSilPgue8R6qCrTJs66v+55Hiu2JEycSGxtLwciRmIVAbzCg6PXYCgpw2O3s2raNNjk5uJ3/jEacVitK0cqRHbABCIHV5nKHUlD4OzERy+HDOJ1OkgHd339j27cP7ahRRGzdiijyTBj/xBMuN3ZA/P47SkICWK1ogZNXXcWff/7JlTYbbN5MywEDaKNSYTab2dStG+327SOpc2fC//4bNm/GHh+Pprhfw4fQvFEY+nNahAKKTgNWOwjIO2clee5pohslkhfVk2vuGkRMTAxXXtkf5/ovAZg8eTLLli1j0aJF9O/fn9GjR7NixQratGnDkiVLmDZtGi+88ILXe/n444+zfv16nnrqKXr27Enfvn3dZXfddRe//fYbzz33HNdccw1XXHFFtf5OksqR2kSNjJ3KaFBV9akibQK/bgFQjKj9LZQrxVqYTebJrVgK9hHVQkdojIrQGLAU6jnwZx621DxCNUEk9B1D+JWJKH1kRtpAoNINuBVF2SGE6FoXnQm4jSSrkzbWs67D5PpUaoLAYQGcXn7VNqeWRlNcLjypMw2ohNlnkyarQu41uxhz+338/fffjB49mq+//pp27dqxd+9eVKoST1chBBMnTuSrr75iwYIFjBw5kv79+7N79242b97s3g6goKCA/v37s3//fv766y+6devmbmPXrl307t2bHj168Mcff6DVasv0yZM9P79ExxvigXuBunMrFMJBYe5Z0g8swxhrIaqJBrXGdf/Th+xkHc5GnWchrsVlRHQfjaKu+DkktUttbnJbV/oUcNoEVden0vVaTIJjs11Gmz3Pu67aCKOKsswualax4VZct7wBkNXqSjQCrr3YiiaQWLSojCukJ1tWraJ50RYlyb/+StcJE3BkZ/OHw8G/27VjTUwMQfv3Q7duMHcujqI4tLbAfJ0Os9lMyn/vYeK/e7Ljl3S6fvgXztWrUXm4KhYCKW3a0CIzE5Ge7qVexcabG5UKIiOxX3451pUrCfIocur1rHQ4mNSoEfubN0e7fj1aj60LhFGL0r8NLJqCfcSHmPPs7L1zME3emo9VE0Kbw8d44plneOWVVwBYu3YtQ4YMoUuXLmi1Wv766y8AtFot27dvZ9++fdx6661MmDCBN954g+bNm2MymViyZAnDhw/3eh9zcnLo0aMHBQUFbN++3WsyLjs7my5duqBSqdixY4dXLNylhNSmWqKWxk5V1qfKtMnPHNnwNuGN9MQ0e6BO7+t02sg5d5ScpJWENhZENSkZGx3/20L+iRx0ZgdNOl2Nsd01uOYfJP6iPH2qyl/lD0VRxiiXWsBPddLGlkrPj9MKwlb0u9klRGojQhOGyaYw5Ws9N4y9m/Q8+MfHdkRRmc2hYLGBXQnGoeiZ/Lma0eMnuwL2dTp2795N7969OXDgAOPGjfPqgqIozJw5k969e3PnnXeyb98+FixYQHBwMKNHjyY3NxeA4OBgfvnlF6Kjo7n++utJTk52t3H55Zfz6aef8tdffwVc2miHPZ/TOxdwes/7mHI/ITh8Cc2ucKIP1XDoL1cGo9NL8ohvPJaO1z1L+3Ev0aDXLdJou/iR+lSRPvmqd3iG66en0aYJ9Y738BUL0vrB6sWGFGWHLM6k6M4UWWzMlUPP118nUq8nWAiajxiByMxE7XAwWFH4/cAB+OsvHHl5boNKnZmJKiODywcM4BqzmfsTE7GrXV9tOTk5/HDbbSh670xmVqDToUO8escdlU85OZ2Qn49GpcIY5p1N1qFWE736dwb0aMaBB69CbfCekXaq1ez5x2gO/ZiOc/YnBG3YxzML9tL4+Dmu0xqYeO+9vPrqq3z44YeAax+4OXPmsHnzZkJDQ2nRogXgitHr06cPV199NdOmTePrr79m9uzZrFixAkVRGDVqVJltXcLDw1m4cCHZ2dmMHz/ea1uZiIgI5syZw8mTJ5kyZQqVTeBKzgupTVUYO1GFsVMZzSmtTyodKFq/xq0FJgKrJYOTW77k7MHp2Cyf0SDuTxJ7a3AINXuXZ7H3u9Okr1Fo1v5uOt3wHG1veZGg9oOk0RbI+PKf9DxwpbB14vquyy16nVvZdedzBJSvdvpmIeaFe/tNzwtznfdR1/l9WPn+1vPChDjzmxDpm8Xh3etFaGio6NGjh2jXrp0AxNU92wqRvllkpxwWvbu2FIO6hIlj+zeJBQsWCEVRxC233CJ+/vlnAYj7779fNGzYUADizTffLNOVs2fPioSEBNG0aVORmpoqVq9eLdRqtRg9erRXPNfu3btFWFiY6NSpk8jJyfFq49FHHxWA+Prrryt8i2o3xs0m0o78KZI2vy8yTn0gin2t7baZ4vDmd8WuhVPFwblTheXM7soakvgZajeOpE70KaC0SYiq65OveqWP70OEOPqF73iP0rEg1YkN8RWLZjS6zlfzOmep+LACECldu3pdZrFYxMSJEwUgvnhzihBipljzzdNiCQirVlvm+iUgzvlou/RrAUIoihDR0WX65TBohWNoByHETCGGXSYchrL3MQ0Y4NVPu90uunfvLgDRs2dPcf311wuVSiV++uknd50PP/xQAOKOO+4QYWFhAtdCoGjSpInIzs4Wt912mwDE/PnzxfTp0wUgoqOjhcViKfN2fvnllwIQzzzzTJmyadOmCUB8+eWXlf89L0KkNtUC1Rw7VahPHmOnSvXJz3Fr1eHw+rfEuaTainGziDO7fxEnd7wnctI+FO4Y/xxXnNqu718QRxe8LGyZJ2rp/pKaojx9qtSkFkKECiFUQgidECKs6PXFv4mVj7SxTofVd9rY4EQUYSt7vgi7zQzqYMjZR6smEXz/1QzI3MqgPpdjMBhYu+Ugj/7nW8IbtuLrecvYcVLDiNH/YNCgQUx/8wWObZ3Hrs1/8MQTT/DRRx8xbdo09Ho9Tz75JKtXr/a6V1xcHIsWLSItLY2bbrqJ3r1788Ybb/Djjz/y2muvuet17NiRhQsXsn//fsaOHYvNw73n9ddfp1+/fkyePJmdO3f6fKY8kxljwzDs1pqaqRXkpR0jaeNHnD04A4djNtEt99Osp57CfNizJIO9c05RsCuelj0eptNNL9Jm3Ivo4jvW0P0l9RGpTx74Smvtq15pnHaw5YIl3fXanAYZW1w/DTEQ1bNk9trztWc9X8yfX8Yl0qYoJdkhy8PHdaVxqFS03LGDt99+u3iQjE6n47PPPmPatGm0jnBdX2gyYzAYsNlsWDUa9wbexRT/o4hyfhYjhMDUIg6n044waiHcCEYtigKmHCc755wg95QJi9mGSVFwhoZiKlpoWbNmDRkZGe621Go1GzZsoF27dmzZsoXCwkJ69OjBuHHj2LBhAwD3338///73v/nmm2+444470BT1OTk5mUGDBvHxxx9z5ZVXcuedd9K7d29uu+020tPTvWLZirnzzjuZPHkyr776Kj///LNX2bPPPku/fv144IEHOHz4cIXvuaR6SG3yoLyU+5Xpk9PmHjthSS+rOZ56VFqrKtMnP7F9/04aNA3CYau5sVPmye0kbZrBuWMzgC+I73iGxpcbyDzjYPdPqeybcxpV+uW06fM4nW55iRZj/g9Ng6Y1dH9JXVOVGLd+vs4LIf6s6c4EnK92ke+1Q6ixmPKZsbUrT87Y5jtNfFFdq12gcppRqyiKcoeTGdC0aGsRBUDRYLKpEA4rv2bcxC1P/gDAH3/8wcCBA1m9ejVDhgxh2qT2PDPgMCaLA5w21jvv5t+z9nDw4EFmzJjBnXfeiU6n49ixY2X25Jk3bx633nord999N5988gm33XYb8+fPZ9myZV57Fn322WdMmjSJe+65h1mzZrmfLTU1lW7duqHX69m6davXfkEAO5KTSWAxpkwLTTs/el5vr9WUS8qen1E0mcS01WMIct07M0WQdqgAW0oODcJiaTTkXleCF0m9pJbjSOpEnwJOm8AjNkTrGuBUGuNWVC+4JeTu8d1mwyGQvrb6cXO+6g0f7nKN9NhvrRA406oVLQ8dKn+7DR/XlY47KwR2R0bSOzOTKVOm8N5777mNG4Bd85/n8rFN6Nd7Bhs37Wa5wYDJbOaLESP41mrlyJEjXJ6UxC/A0FJtl4lxo+jEkA44hYK5wMnxB2+i2Wvfsf/4WfrkFmIDFv/wA1e99hpbtmzh2datWRsfz5YtWxhUUIA2KIiUlBRCQ0PdTZrNZtq2bcvJkycZOXIk+/btIzs7m/Xr19OmTRuEEEyaNInPP/+chx56iOnTSzYVHjVqlNs13mKxsHnzZoYNG8bevXu5//773a6Xnvfq06cPR48eZdu2bbRs2dJdlpycTOfOnWnRogXr169HV4nRfDEhtamWqKo2la5ry8Nr2sSQAOZTJa8VDWiCqxc3V1ndOmbxgve5/mYD+3/PpP3gZ86rjYKsM6QdWoImuJC4Nno0uqJx2wknGYdycGYUEN+0PZFXjpPbGtVjytUnX8twngfwi8exAsgBVlZ23fkcAbfkL4R7+f3jd/9TuUuJ6ZxwHv9OOL/xXu4v/br01gD/9/g9AhAajUbk5eUJIYT4+pO3RcFnZet+/9UMER4eLnr16iX+97//CUDEx8cLm81WpjvPP/+8AMQ777wj8vLyxGWXXSaioqJEUlKSV71nn33WZ3roDRs2CK1WK6699lpht9u9yrafPCnOnfxQHN3wRtXfyvx0cWbPUnF80/si62zJEn5h/kxxfOd0seuHaeLw/P8KW1aScDodVW5XEthQu+5IdaJPAalNQlTdPai4Xurait0mq5JWu3Qq7i8RorNKiCHXeKfBHzrU5VpoNAoRHi6cRqMwq9ViCYixY8eK/PxyUkoPHlzibhgWJpxF7ot2EFkgTCqVKFQUsUxRxIgRIwQghg8fLnJzc91N/D3vOSHETNE8sbEICwsTarVaNG3aVCiKInr27CnOnj0rXnzxRRFc1GZFrpJOEA6tWqS3byJm/d8E4bCZ3fex2WyicePGblfGX375RaxevVoYjUbRsWNHkZqaKlq0aCEAERYWJkwmk9ej5uXlidjYWAGIW265RURHR4sWLVqI1NRUIYQQVqtVDB8+XKhUKjFp0iT3fQDx+OOPi927d4vQ0FDRtWtXce7cOREeHl7u99SxY8dEgwYNRJcuXURhYaFX2Q8//CAA8eSTT1b8f3SRIbWpFqmO66LpnBBJ31+4NhW3Vd42AgHAL/PfE0LMFHuWvlzla/Izk0Xy9gUiaet7Ije9ZOyUm/WxOLThHbFr/lRx4uc3haMwS25xdBFRnj5VxVVypMcxBOgIZFXHarwYuPfee7n66qt55JFHOH36tOtkzn449qXrJ4AhBsVprlaCRbtQ2Ln2J6688krsdjsjrm4Bx77kjiGNy6wyOYSKj954mqlTp7J582YyMzMZPXo0Z8+eZeDAgWXanjp1KqNHj+aJJ55g3bp1/Pjjj9hsNsaMGYPZI8Paf/7zH8aPH8///d//8f3337vP9+7dmxkzZvDbb78xderUqj9UEU67hYxTu0ja+DEph2dgCF5I/GUnadpDj8WisGdpBvu+O4043Y5ml02i0+jnaXXzv9FENKuzwNi0NNiyxfVTUv+Q+lQBnvpU7EaUf6R6bXim3y5u89AMUDyScLwF7HfC2vWQkFCShASgf3/XceoUSv/+6AYP5sCrr7Jw4UL69u3LyZMny95zx46S33Nz3XIqFIUEYJXTyY7QUF7v04clS5YwZMgQli9fztVXX82pU6e8mlq8+FciIyPRaDSkpKQQFxfHrl27uOqqq7h1zDBOdmlNmL7i7UGcQIbNQfz+ZCa/8jXjb7+zeGCORqMhKSmJJk2aADBy5EgKCgpYvHgxR44cYejQoWzcuJHGjRuTm5tL48aNvdzSQ0JC2LdvHxEREcybN4/hw4dz9uxZrr/+epKSCti5U8uHH86ne/fuzJkzh5EjR7qvffvtt/nzzz/57rvv+Pvvv5k8eTLr1q1DrVZz1113lXFzb968OV9//TU7d+7koYce8iobPXo09913H2+88QbLly+v8P2QVA2pTRXgY+xUYQZbX/jSpmNfQuoq10pbRXUDHJs5j3NH15K08QPST35AcIMlJHTNoPHlBnLSBHt+SePgvLMYCq+kVc8H6HTzizQd+QQqY0SdrbDJsZP/qNRVsswFrv+KvUKIDjXdmYBb8i+13J7S7GVaDHyWa665hsUvNkc58kFJ3dYPQs/pLvH41futEQLK+yxZ7dDyCT3N2/fi9nYbmdzf9aWuKCAUDYooyQRmc2roOjWSfLuRgQMH8vnnn7No0SL+9a9/cfjwYR577DHefvttr/bz8/Pp06cPJ06cYNOmTRw8eJBRo0Zx99138+mnn7o/5BaLhcGDB7Nlyxb++OMP+vTpU9R3wb333svs2bP56aefGFWUEa7YVTLvdAEtev+r+EkxF6Rxbu9S0OYQ116PzuBqPy9TcGpHLs60fOKbNKdB52EoIf7dK27uXJg0yRVOY7XC7NkwPjC8KS4qatMdyce9akWfAk6boGJ3oC0PubJHFlOBPlWIooXRp10Dq9JtFvMaiAOgeIaqGI0ug23pUp/NLl26lHHjxmEwGPjxxx+56qqrSgpjYiA9vexF0dEs+vRTxo0bh9lsplWrVvTr14/PPvuMHj16cPDgQUJDQ1m8eDHqIz9w+dgm2G13kJGZx8iRIzl54giTxlzNyKGX0/aKRjSI18Dw9xFrDiEEOBUVKpMFBZexRmgoljxX5s0/gdEGAxaLBSEEI0aM4JdffnFvyeJ0OmnZsiVJSUkALFmyBLVazQ033MBll13GsmXLuOyyy0hLSyMuLo7k5GQv184zZ87Qpk0bCgoKuPPOO/nqKxsq1WeEhOix2RTeeSeXN9/sTmZmJi1btmTLli2uP4+i8PPPP3Ps2DEeeeQRnn76abp168att95KSEgIp0+fJqxUJsznnnuO//3vf8yePZu7777bfd5kMtGzZ0/S09PZtWsXsbGxPv92FxNSm2oJf2uTonGt0RcTQNsDFLtK7l2WwWXD/g8AIezkZ50k8/BKNCEm4tvrUKlKQkfObM9Ek2ehSbsuBLUdgGKI8OMTyLFTXVGePlUlxm06JU7HKqALkCSEuKOmOxlQAmROK7tPiNrIrNR/8/arz7H/DR/G2HX7XD+rYbhZbDD4g7aknTros02h0pNfaEOtOJn0CfS+9V2effZZOnTogNVq5dSpU6xdu5YrrriCvLw8vvvuO2699VavNk6cOEHPnj1p0KABGzdu5O233+a///0vM2fOZPLkye56GRkZXHnllWRmZrJx40ZatWrleivMZvr27cvBgwfZsmULbdu2dRtulmwzGqUV5oIkolppCI1yzcQ77JC004TpWCahOiPxPYehbdQ5YPyt09KgWTOvMBqMRjhxwjVulNQctRxHUif6FFDaBOXqE6NOuIL4fQ2AytGnClHp4MZT5bepCQGTHeeDoMr32I8yPBxOn4bg4HKbPnDgADfccANJSUl8/PHHJUZESgrEx3vVFYCSmgqxsezZs4chQ4aQkpJCVFQUjzzyCNOmTSMhIQGLxUJubi7rP3+My8c2ITelJ1lJW9E1MBPftmRLgLRkJ2e2pZKy5wg9v9+ASRhot3cvC4GuwHbgDoOBpJ492bJlC0PNZuyKQmhoKHl5eQghuPrqq1m9ejVqtUvznE4nrVu35tixY663+ddfURSFG2+8kc6dO/Prr7/Spk0bsrOzadasGceOHfPai/PIkSN07NgRiyUUtfoUDkdJf41GWLMmieuvvwKDwQDgXq3UarWsX7+e2bNn8/HHH/P555+zd+9e3nzzTVq3bs2BAwe87uNwOLj22mtZt24dGzZsoEuXLu6y3bt307NnTwYOHMjixYu9rrsYkdpUCwSKNqkMoNZVHmNXxxQbbkfX56A3NMXhTCW2nR5jSNEkeqEgaWs+9rM5REXEEt3tWjQxrf3c6xLk2KnuuJB93LYC24qODcDTtWG0BRwFST6X2+8ZP5gJI9r4viZjs+uoBorGiDnjIDf1a1SmTABK1zfI6/kD3V6K5IdtOv7973/z8ssvs23bNuLi4rBarUyePNk9gLj99tvZu3evVzvNmjXjhx9+4Pjx44wbN47nnnuOa6+9loceeojNm0v6GxUVxZIlSwAYMWKEOxOawWBg4cKF6PV6brrpJvLy8khOSyemiZqETsHEdTxL4hV68rIEu39MZf+c0xTuiadF1wfoeMtLNLvxGXSNuwSM0QaQlFQ2cZ1W6zovqVdIfSqm2B2oPA06D31Cbai4zXaPw7dXonJ4f7ZtBQWIMWMqbLpdu3Zs2rSJAQMGMGnSJB577DHXXmOdOvmsbymaSOrYsSN79uyhR48eZGRk8PLLL/Pee++Rn59PQUEBTZo1QymarQ6L20Kz3oLwRjr2r8xh82eHePnWTxk2cCo9b/kfj3yzhag9R/n2zjuZ+e23jFCrSQwKYhiQbjbTYONG4nfupEXbtgghyMvLIyoqCkVRWLt2Ld26dXPvj6ZSqTh8+DCtW7sGWddddx1CCBYsWMDOnTu54YYbOHDgACEhIZw4cYIOHTrgOXHaqlUrNm3ahFrdCkcptzGtFiCRJUuWkJmZSWhoqDvRic1mY+DAgTz++OMMHjyYyZMnM3LkSPr168fhw4e5+eabvf+kajVz5swhKiqKMWPGkJ2d7S7r1KkTb731FkuXLuX999+v8O8nqRSpTcX4Q5u6vg4Df3cZjAFitAGYLRYAWl4VTkK3HJp0NZB6zMbuBWc4Mi8VR3Ib2vR9nMtunUbctQ8GlNEGcuwUCFTFcIsQQnxZdHwrhFinKMojtd4zf1POdgCq0Bbc8UjZLzQhgKherqM6CBtjJ/6LH/4846MMiBtMo06jmP2tK42zzWbjzTffZOrUqSxfvpwBAwawdu1aFi5cyBdffIHD4eCqq64iPz/fq6mrr76ajz76iOXLl/PMM88wZ84cGjVqxJgxYzh37py7XqtWrVi0aBEnT57kxhtvdMfCNW3alO+//54DBw7w4sz36LptJbvnn2LP0gz2fHeKlBUQ13g8nUY/T/vbXiK0y0gUdcWxI/4kMdG1xO+JzeY67wvpzx2wSH0qpjjldnkadD76VFmbzcaBumhlyGhEhIVhUaux2e1s376dnJycCptv0KABS5Ys4bHHHuPdd9/luuuuw+l0etUpNm1y8/KYMmWK61Gioli/fj0TJkzAbDbz0EMP8eKLL9K5bz9efXgsEZlWDq3LZ/vcExxbkAGpl9N+4JP0uvtNgq+6ne1HUjEYDBw6dIiuXbvy9NNPs3btWr777jtsNpuXUXTZZZfx3Xff0bVrV4QQZGRk0LhxYxRFYdeuXbRp0wZT0fSzSqXiwIEDtGvXDnAZb2q1mu+//54tW7YwZswYDh48iNFo5ODBg+42i+ncuTM//fQuUGobhSJt6t69OwsXLuTgwYO0b9/evSKWl6enT59HeeWVT2nZsiWjR49m5syZxMfH8+OPP/L66697tRcbG8u8efM4efIkEydO9OrDlClTuOGGG3j66afZ4RlvKKkuUpuK8Yc2xQ323h7AzziF4N1vP+CaAjV7f8tk98/n2DvnFFkbgml22WQ63TyVVrc8T1DbawJqkrs0cuwUAPjKWOJ5ANt9nNtR2XXncwRcdqTjc4T4zigc34WKgs8Rz01o5c7euOPTvsL5De7jvTsRO3bscF33+xBXNsmijJLH3sGrru0rRPYnriyRt/ZGzJw5U9xxxx3i3Qne9d6d4MoYWcxXX30lAKFWq0WPHj3E5MmTXRt4X321UBRF/Pbbb+LBBx8UgGjfvr3PR3rkkUcEIGbPni22b98uDAaDuOaaa8pkpfz+++8FIMaNGyccDleGR7PVLt77eJoonPWhODfrPbF61aKaf8/rkDlzXAnvwsJcP+fMqbheeHjF9SS+oXYzt9WJPgWcNgnh1icxL8z187jHP+bmB72zqm1+sKSsSJ98Hr8PrX6bFktJJsmMDOGMjhYFwcEiWqUSa4KCRG6fPq46lTB79myh1WpF9xYthEOjEUKrFeLIESG0WuHQaETTkBABiE6dOrmz7wohxBtvvCEAMfqBe8XBWa8J26yZYv47z4luXboIQNxwww1lMlj+9NNPwmAwiKCgIAGI3r17C0Bcd9114ocffhAGg0FERES4MzgqiiLWrVsnrr76ave54myRgGjYsKHIzMz0ukeHDh3c5YsXLxbz5s0TarVa9O/fX5w4cULodDoBiCuvvLLMe/HUU9sFFAjIFnq9vYzmFH8X9OvXT8C4orpZQlEKxeuvnxSRkZGibdu2Yv/+/UKv1wtFUcTvv/9e5j7vvvuuAMRrr73mdT4tLU00atRItG3btvzsnxcBUptqiZrSpoVNSmmUuvptBgCnM7PE3FkvCtusmeLIrLfEzp3r/d2lC0KOneqG8vSpItEZjyuNbRbws8exCvijvOsu5AhIASpKafvj3FkCEC+++KIQQgiHwyHuuKGH+OcQg5j/6X/c6Z4LMpPKpKItvR1AwWeIu4Y3FtGhJamdf/zxR9GvXz9xWVO1uKu/Stw+sru77KabbnJ35//+7/+8zhenim7WrJmIjY0VZ86ccQ9Cxo0bV+ZxbDabGDJkiNBqteKvv/4SX3zxRblpoF955RUBiGeffVZsPnLELTzbZ74q2ndoJVasWFFrb3tdce6cEJs3u36WV240Cs/s4MJoLL++pCy1MTiqa30KSG0SouKU29n7hDj6heunZ/3SqbJLp83O3le9Nj0ZNkwIo1E4DAZhCw4WBSAKQJzp3LlKj7N27Vrxh04nCkDYdDrhKB4ZGI3CPmSI6N7dpYshISFi8+bNQgghbHaH+N9nb4nUWe+I7FnTxVuvPiuee+45t3GlUqlEt27dxOnTp73utXnzZhETE+M2oHr37i0URRHdunUTCxcuFMHBwaJBgwZeKfiXLFkihg0b5n7drl079+/h4eHixIkTXvfo1KmTl/E2Z84coVKpxMCBA8WRI0eERqMRgBg0aFCZ92LWrB8F9BQaTbz4+++/y5S/+uqrAqKFSmXy0ieVyiR++OEvodVqxeDBg8WKFSuEoihCr9eL5ORkrzacTqe45ZZbhEqlEqtWrfIqW7lypVAURUyaNKlKf7v6iNSmWqSmtelbhJhrEOL0b+enTX5i0eaNYuWsl4Rt1kzx52dviPy8bH93qUaQY6fa53wMt2bAAFy+2f09jm6AprzrLuTwmwBVJDAeZXfeeado3xhxaNm/hcjeJ44ePSqCgoLEsGHDxAMPPCAAMWFEOyHmhVdouGV/gujRApGYmOj+UtdoNGL58uWibdu2Ijg42D1TXFz++eefCyFcBuPo0aOFoiiCor18OnfuLIKCgoTBYBADBw4UhYWF7r2B3nnnnTKPlJmZKVq3bi1iYmJEUlKSuP/++wUg5s2b51XP6XSKe+65R/S48Uaxbdb/hG3WTLHq87dEbnZ2uXvCBTqViU1pNm92zRZ5ik9YmBC//Va9dmqjb/WFWhoc1ak++XVwVEV9qtLAJX1zGX3yOuaFueqcL8OGCWepb2uTSiWWgHjiiSd87jdZmsL+/UWhopT9xh82TAghxOOPP+5eBXv1nffFe5/+V9hmzRQps94V/fr1EoC46qqrxJw5c4TRaBTR0dHCaDSKJk2alDGAjh07Jtq1aydUKpUARI8ePYTRaBTNmjUT3377rQgPDy9jvM2dO1fccsst7tedO3d2/240Gsvco2vXru7yX375RXz11VdCURQxdOhQsXfvXqFWq916X1oDPv74YwEIg8Egjh496tWuy+h6Q0CW11sFOWLQoK/Eu+9+KwBx3333uVclGzZsWOZvkJubK9q2bSsaNmwozpw541VWvMfnJ5/8JLVJalNZqqpNQlSuT5VpU03oUx3idDrFp78vFSdmvSlss2aKpfNm+rtLF4QcO9U91Tbc/HH4RYDcS/rhZZffS5VZl11T4spYtBw/ffp0AYhPP/1UXH755SI6FGH7WlXpilvxapvnoCAkJET8/vvvIjo6WoSFhblngYvLDx06JIQQIj8/X3Tp0kVotVoBiDfeeEM0atRIREZGCkBMmzZNJCcnC51OJxRFEWvWrCnz2Pv37xfh4eGic+fOIiMjQ/Tu3VsEBweLvXv3uuvYHQ7x9rzPRfas6cI060Mx/5uP3GWHDh0SYWFholu3bmU2cw1UzmfZ3teskU4nhMFQs8v/F7NLQW26I9XV4bfBUVX1aY6maq5CpnNCzNVVf1PbqpKXV+bb2hoUJB7/5z8FIAYMGODeXLqiNpxhYV5tFOr1wp6T467y66+/io4Dh4iVM10z2es/fV3YTIUiNzdXtG7dWgCiadOmYtWqVSIhIUEYDAYRGRkpQkNDxbJly7xul5mZKQYMGOA2Bjt27ChiYmJERESEmDVrloiKiipjvH3wwQfinnvucb/u0aOH1yTcypUrve5RvFIIiJ9//lnMnj1bAGLEiBFi27ZtRYbjOKFWm8towGuvvSYAERwcXMawOnvWLtRqcynDzSkgW2i1VjFypMt4e++998TNN98sANGnT58yb/mePXtEUFCQ6Nu3r7Bare7zVqtVtGz5nIACERrqkNoUgEfAa9N3RpcLdmX6VJk2BdhG2hVRaLGJtz9/Q5hnfSTSZ70vdu/c4O8uXRBy7OQfzttwA3oDW4B8wAo4gNzKrjufo84FyNfSfLEw+Chz+hASR+YeMWDAABEWFib27dsnEuOChfkL7zrWLxHmL1Ui/wuNO66teIZXURS3uwwgEhISxOLFi4VerxchISEiODhYxMTECHBdU1BQIIQQIjk5WcTFxQmDwSDUarX4+OOPRVBQkIiMjBQqlUqsXr1aLF++XCiKIgwGgzh79myZx1+6dKlQqVTipptuEidPnhSxsbGiTZs2IicnR+QVmsXsouX95Flvi3vvGS/CwsLE7t273df//PPPAhATJ04UTqezzv5s58OFLNuX9ufWas+vndroW32gNgdHdaVPfhkcVVOfyhy+ZrZN54SYoy1b9/uQsoOv86HIVdLzn7kAxP7ERDF79mxhMBhEQkKC2LhxY7Xb2BAR4XZ3nPXrQnF21tvCMutjMfPlf4mmTRLcbooOh0Nce+21AhChoaHizz//FFdeeaUARFxcnFsvPbFYLGLChAkCXDHEzZs3Fy1bthRarVa8+uqromHDhiIiIsLt6VA8QfbEE0+4Xxffo1jX55QaQVxxxRXu8kWLFomZM2e6V9p++WWjcMWp+daAYhf5iIiIMrF0X35pKXKXzCky2jwHSjYxfPidQqVSicWLF4u2bdsKQDz66KNl3vZvvvlGAOJf//qX+9y5c0IYDA6pTVKbvLlQbfKlTz61Se1yj/QV1xagHEk9JxbPdIWV7P7kDXHk8B5/d+mCkGMn/1GePlUlq+QMXD7bhwEjcA/wQYVX1BcqSlvrq6wUAlBlbWX27Nk4HA4ee+wxFn8/A5PNu55TZeD6N5zMPHwzQz9sw/cbXXv+KIri+iN47JVz6tQpnnvuOT755BPy8/Ox2+1ERESgVqtxOp00atQIp9NJQkICixYtAkCn0/H000/z1ltvkZWVhdFo5LbbbqNLly7873//w2w2e6WtLmbYsGG88cYb/PDDD3z66afMmzePo0eP8tC0l1jzzavcSRxbVLnobryV5194jeDgYEaMGMHZs2cBGDlyJC+88AJffPEFM2fOPI8/QN1xISlsx4937VHy++/w008QFHR+7dRG3yRSn8rFV5rsgiTQlPoH1oRCjxk1mzbbaITwcITRiEat5nhSErNmzWLBggVoNBr69evHJ598UqU27EUfjqzsbC7v0pU3P32Vm0+fRoWKTW0SWLr5CCeTT9GqVSsWLlyISqVi2bJlPProo+Tl5TFw4ECeeuopJk6cSEpKCjExMdx33308+eST7gyWOp2OL7/8khdffBGHw0FycjL5+flcfvnlPPPMM9x+++0EBwcTGhrq3rfthRdewOFw8J///AeADRs20LdvX8A1IXrbbbfx9ttvux9n48aN9OnTB4BRo0YRFxfHBx98wM8//8xbby0kKEjr9fieGvDyyy9z3333kZ2dTfv27SkoKHDXu/NOHQcPWmjU6FUgz6sNq7WA6657gM6dOzN+/Hi++uorQkNDeffdd5k7d65X3dtvv50pU6bw5ptv8sMPPwCu++v13sMEqU1VRmpTRZTWJ1/apA2GfosCMq2/L+as+Z2MRbO4VmnEakMhrW+/n5atLvN3ty4IOXYKQHxZc54HRRYfsMvj3I7KrjufIxBW3Jxzq77i5vwGcW7rB0KYzokPPvhAtI1HrP1snLB94+22ZP1GK5594l4BiLfeessrW1nxUZzdrPgYNmyY+N///ueevR0yZIi7rFevXu5H+O677wRFMRAtWrQQL7/8snvWePjw4cLhcIhRo0YJQPTv37/MW+B0OsXEiRMFuGLcnp/5jjg863VhmzXz/9u77/Coqq0N4O+ekkx6CIGQ0AJSpBdDkSK9iYKASLFc9HqtoFiu/bN7VUAEpA5VpCpNxFAEQYr0ImgABQQEhCCQQupk5v3+mEImmfQyk2T9nmcekpk552xCZrHX2XuvzY1fTXZUlCTJgwcP0s/Pj61bt3ZUdTObzbz77rup1+v588+eWympuO7MFPQ8MTHkggXWP12da98+62sV8a5RcTxKKz6VybvaV3ZmX/92ZWfO5ywOmStMJiY6vv5myRIGBgYyKCiI8+fPd4yIPf7440xJScnzHPEdOrBTv35cNvNtmoyzeNY4kadPH3ccMm3aNMcshqefftrx/MyZMx2jZJ9++iknTpxIpRQrV65MwFrgyT6LwW7BggXUarXU6XQMCAhgjx49CFiLPdWpU4f+/v709vZ2xONHHnmEkydPdnzfpUsXp1g+duxYpzhqrQR5qyiV9djQbFMe9fr0bDFg+PDhBMDatWs7TWkkySNHLlKp5CzTJpPo5xfJbdu2MTw8nLVr1+bWrVup1Wqp1Wq5du3vTvEpNTWVbdu2ZWBgIPfsOc2NG61TmyQ2SWxyUhwjbmeXO69/OzHFOrpWBqdGZpjN/GzRF7xinGRdz7bmS3c3qdhI38l9copP+Qk+22HdVGYhgHEAXgDwS17HFebhzjVuGUv9mTQPnPhc21vT/mwlZu1l/X+boHN8bVkEpi8EE+dpaVnmQ/Pmnk7r30xfKcbNBpPnKw5rDy5ZsoQDBw6kRqPh7NmznaZH2pMzg8Hg6HwA4KOPPuq0juLuu+92fP3cc885/grvvvuuI1nr1KkTn3nmGcf7xo0bR7PZzHr16mWbBmOXmprKrl26MqZhXZqaNObNKZ/xSLWqvBoVla2M97p166jRaHjvvfcyIyODpHWNSN26dRkREeFySqanyG8J2+I6z+jRzgFl9Ojs57DPyx49unja5olKuHNUKvHJ/etI8lECO/Njc69ba0wWa7O8lkvJ/xJ0+vRpx1qwZ555hq+++ioBsE2bNjx//nyux67av48HbAWSVk96m1qNhnfccQdPnTrleM/hw4cda4MzbxmwZcsWx3rghx56iOvWrWNgYCD9/PyolGLbtm15+fJlp+tt3ryZAQEB1Gq19PLy4uDBgwmA3bp1Y/369enj48OAgABHnO3fv7+jQq89ecscy++//36mZYql3bp1c7y2atUqTpgwgcAwarWp9PfPoHXa5DBOnDgx28/CXtWyUaNGjhhsN27ceQJJ1GgSaDCYGRn5GgHrtjLr16+nj48P77zzTs6fP5/AZFqnVlqc4tPZs2fp5/c4lUpmYKCFXl7WKU4SmyQ2OSlIbPqumfP3S3SZ1r/1cvFa2ZkaeTkukVNtBZKuGCfzxO/H8j6ojJG+k3sUJXGrDcAAIBDAOwAmAqiX13GFebi7quTkcdYS0osWLXJ51yhpHvj6E92Y8dskpixQuY/GLQYf7xXE0ACwXr169PLy4vfff8+oqCj6+vpy2rRpTkmb/WsvLy9HJwMA33rrLfbu3dvxnszlpRcsWEDSOmo2bNgwx3sefPBB9u/fn4B1XdzPP//M+Ph4+tv2QVq+fLnTX/96YhIvNbmNFr2eZr2eGf7+TFbKWsrbxSjd1KlTCYBjxoxxPPfLL7/Qx8cn2+J2T1Nc1YfyOk9MjHPgsT9iYnK+8xQTU7EqIxXHo7Tik8dVbnN1V3upwXrX2tWoWm6jcaUoLS3NURWyZcuWnDZtGgMCAhgaGsotW7a4PGbq6kWOAkmbN67gk7ZCJzqdjv7+/ly2bJnjvUlJSS63DDh+/LgjqYuKiuL+/fvZoEEDR2JWu3Ztp8JMpLVgR/Xq1anRaKjRaDhy5EhqtVo2a9aMjRo1ore3t2P9MWCtZLly5UrH9507d3a6Qde5c2fGxcU5zm8fyQPAFStW2LZfCeXdd7/DH3885timYPr06U7tslgsjqJVbdq0yba+eO3a3dTrOzAqqh/PnTvHGjVqEACbNm3Kr776igB4zz0vM+t6uMzxyds7I1t82rhRYlNBHhKbMsWbZT7WmONqVC2v0TgPduyvC/zJ+D5NxlncNXccTWmp7m5SiZG+U+krdOJmPRY+ABrm572ZjjEA2AfgFwC/AXgvr2NKNQBlDji2rzNu/s0OHTowKCiIl2O+y1aaNuUrb0bVBZdPf5mW5YF5TqO88dNzrFZJS6UU69Wrx8DAQG7evJm1atVieHi4Y68he4KVeQQu83/4kydPZuPGjanRaBgYGOh0p9c+PTE5OZlt2rRxJH1vvfUWmzdvTqUUw8PDee3aNR4+fJgajYZarZYxtvHn6AP7uN34Ps1NmjAjy8rRJIC7AgOzT2Ui+cILLxAAJ02a5HhuyZIl2UYDi1NuH/jMw+q5va+wrxW0nW+/7Tr4LFiQc5ncfWWjynGBlWTniIWIT2UqNrn6nnRdOtteKjs/ZbVPTHFL4mb33XffMSQkhH5+fhw3bpwjvo0fP96RiCQmp3LanI+YaJzGc8aJPHxwB0lr4jJt2jRqtVr6+PgQsE65zDzl0R6flFL87LPPSJJXrlxh7dq1CViLlOzfv5+9e/cmYJ2qHhQUlG2T6kuXLrGlbSNvABw5ciR9fX1ZvXp1Nm3alDqdzrYRdyiBKNav34EbNmxw3ETr2LEjvbyaE3iEQEM2btyYv/xyyRFn7FNGAetU9VdfnUAgiiNGPMeDBw864vm8efOc4pPZbGbTpk0JuN4DbuXKlVRKccCAAYyJiXHctLvrriF88sk5BJ5xmbhVtPjkabGJhYhPbllikqXvVKyxaTHIX972+MRt9vrVjDF+wjTjTG5cNoOm9LS8D3IT6TuVTUUZcbsXwEkAf9q+bwlgbT6OUwD8bV/rAewF0D63Y0otADmV0dZbS9Dahu3/3v05fX19ef89XWjJctcobaGOI4f0YniIjubFuZf8tywCzUv9aFrsxWHtrZtzR0REMDw8nBs3bmRgYCCbNWvmKNGcdeQt8/cajYbz5s1jlSpVqJRi/fr1Ha/pdDrHpqqXLl1ijRo1HOvlpk2b5tjPrU+fPrRYLI7pPEFBQZy4bBYvGD+jyTiLP3z5OS0uynj7Anzsscey3dXNyMhw7Ce3Zs0ax/P2DtNXX31VrP9kuZV8zTqsrtO5fl9u5yiukrL28/j5uQ4+ud01Km93i+xK+K52geNTmYlNy3ysU45cldzOa41J1umRWR9LDa7LeJeiv/76i507dyZgncJ43333EQCHDh3KjQcPcMOsd2kyzuKvs8fzyuUL2Y7fsmULQ0JCaDAYCICNGzd2qnr73XffOUat7Ot9ExMT2aZNGwLWdcHR0dGOmOXv70+dTse5c+c6XScxMdFpmvqgQYMYFhbGoKAgW/I0wra27AaBJFaq9Ax37NhhuxmXeTqihcB6Asn0989wxJlb5x5OLy8Tvb1TCCSxR4/Z3LNnj+0mnvW1zPHJZDKxTp06BKxr9bKyz4x44oknuH37dio1kkAS9fokajRpLhO3ihafPC02sRDxqVQTt1z6TsUWmxaDXObnsVMlU9MzOHnep4wzfsF441T+sH553ge5kfSdyq6iJG4HAQQh06JaAMfyOi7LOXwBHALQLrf3lUoASonNlpBlDTDzZ44jAG40jnLM4U5bqOOw9uCMGTPY7Y5qLhO1nM6ZtlDL0ACwefPmDAoK4u23384VK1ZQp9Oxd+/ejjunuSVwBoOBCxYscCyK79ixo+P1SpUqOUbFDh06RF9fXwYEBFCv13P+/PmOzsu4ceNIkk+98BLfn/x/TDFOZ6xxMvft/8llCW76+PBk3boEwFmzZmX7USYlJbFt27b08fFxTElKT09nly5d6OPjw8OHDxfLP1luH9achtWzvi+3c5Tk4tvMD6321jmLa854WVDCnaMixSdPi015TnHMvFg/pzUmcTF5d4xyOmcpM5lMfOutt6iUYqNGjfjiiy9ywOgn+KvxY2uBpEVTnAp7ZHXq1CnHaF1AQAC9vb05a9Ysx42mixcvOqYKhoeH89y5c0xPT+egQYMcsXXixImcM2cOdTqdYwTv9ddfd7puRkaG09rhHj168Pbbb6dOF+6yIEhwcH0uX37URXJkcRlnevd+kFm3AwCS+Nhjr/Lbb3/O9pr9uKSkJIaHhxO2G2xZ2bcReOWV8fTyMuXalooYnzw5NjGf8anUEre84lM5i02u/HbpMucbrTeUThs/47lzf7i7SbmSvlPZllN8ys92ACaS8VmeYz6Og1JKq5Q6AiAWwA8k97p4zxNKqQNKqQNXr17Nz2mLJuksCF3Or2v0+NeQLujTpw/ue345zjTbCnTfDDXoHC57d8GLL76ID8cOKNAlvQx+6BpVG0ePHsU999yDM2fOYOLEiZgyZQo2bdqEtm3bIjg42PF+ktDprG00GAwgifT0dLz88suYPHkylFLYtWsX2rZtCwC4ceMGWrVqBYvFglatWmHRokVITEyEt7c3Xn75ZUyfPh0A8Oqrr+KrjZtwb6MAvO5TAycsCfjvzn1oE3XXrcbaSnDDxwcAUL9+ffTp0wdjxozBvn3O5Xt9fX2xdu1ahIWF4d5778XZs2eh1+uxfPlyhISEYPDgwbh+/XqBflau5FbydZ+Liueu3pfbOYqrpKyr82Tm53frnJnL5J47Z/1eFEqh4pOnxqY8y2jbS24D1tLYA89lL5XtahuA/J6zlOl0OnzwwQfYtGkTktIyoK/ug8XNWyASgXh81w9I9qvptF1KVrfddht2796N/v37IzExEVWqVMGTTz6JYcOGIS4uDhERETh37hwGDhyIv//+G/Xq1cO6deuwcuVKvPDCCyCJF198Edu3b8emTZvg7+8PvV6Pjz/+GCNHjkRqaioAQKvVYurUqY7y/lu2bIG/vz+aNOkPMi1Lq0yIiwvCww9/kY+fQDrOngU+/HARrLPjb/HyUpg3bwuWLt2d41YBvr6+OH78OEJCQjBv3jy89NJLTu/76KOP8K9//Qvjxi2HVmvJtSUSn4pdifWdSj02AXnHp3IWm7L6evcupKybi4cQjl26REQ+9jxq1arn7mblSvpO5VN+ErfflFIjAWiVUvWVUl8A+Dk/JydpJtkSQA0AbZVSTV28x0gyimRUlSpVCtL2wvGLhAYZOb5sMadD+dfB3Llz4e3tjQf/PRYZQa2g949wJCRvT/m+QJdMT03CnKWb4evri8WLF+O1117D7t27sWnTJrz66quYN28ennzySUeyBgAZGRnQ6/VIS0tDUFAQLBYL4uLiMG7cOLz//vsAgP3796NatWoAgBMnTmDw4MEAgEGDBuHjjz/GzZs3kZSUhAkTJuD9999Hz4eGo8v5Y+iNcPzom4qBH07BlwsXY/LkycC33wJdulgfFy44vlZr12LJkiWIiIjAkCFDEBsb6/R3CwsLw/fff4/U1FT0798fcXFxCAsLw8qVK3Hx4kWMHDkSZrO5QD+vrCIjgfR05+dMJuvzttw1R/b35XQOf3/gxo2cX9u/H3D1/+LVq9lfc3UNV22xq1IFaNPG+qcotELFJ0+NTbDk8gsEABaT9X12hipA5TbWP+0q5/GhyOucbnDHnR0w7rUH8WFALVxiMl7evwfHjp3BoEGD8NZbb+UaQwIDA7FmzRq8/vrruHDhAurUqYNVq1ahVatW2Lt3LzQaDdasWYMvvvgCZrMZgwcPxujRozFx4kR8/vnnAICFCxfitddeQ3R0NBo3bgwAWL58OXr06AF7x1gphRdeeAErV66EXq/HgQMHkJBwFFqtj1N79Ho/AGeRnr49z793SkoGNmyYichI+3GZeeG++x7FsmVGpKc79/fT0iy4ccMaf4KCgvDbb7/B398fEydOxGuvfeaITUopzJ49G92734aUlJz/3wMkPpWAEus7lXpsAvKOT+U0NgHAjDWL0efXw2iCEGwLM6DzI2Ohse3n6Mmk71ROuRqGy/yAdaj+IwD7bY8PARjyOs7Fed4G8HJu7ynNdSSWZT68uUDH9C9t5f5t0x2X/zfMURXRXmzjf//7n+PQPXv20MvLi6verHmr/P8i8Pv/WqtOxs0GUxeAaV+CqV8ZmDQPHNYenDt3Lnfs2OGY9mjfb+3JJ5/ksGHDCMCpWIn9YS9SYt/7TavV8o477uBjjz1GAPTz83MqZPL666+TtC7gf+SRRxzneHvKe/zHOJnXjFP4youP02Kx8Ny5c/Ty8qJSijt27Mj1R3bo0CEaDAZ269aNJpMp2+v2ktvdu3d3lL2eNWuW4+9VVLkNj/funfMQu6sysvZz2MvIBgVZh+IzH9erV+HmdLuaM14RhvRzg5KdjlTk+ORpsclpitHm3s5Th/aNzvscpIutAjS3zulYN+cZJbejD+7jbuMHNBlnccuCz/jp/z6kVqtlnTp1OGDAAALWNbr//PNPnudasmQJDQYDw8PDGRERQZ1Ox08//dQx7dHVlgHLly+nTqdzFHLauXMnhw4d6oi3derU4YkTJ5yus2fPHgYFBREAAwKeoFabRiCOGk0K585N4rfffmuLydF0XuN2xun70FDr/zFjx47l4sVm+viQXl7JBFIJpNLXN506XZqL85ic1smR5JkzZ6jTPUwgiQZDqtNriYmJrFJlqdM5/Px2EEjKdp6KxNNjE/MRn9yzxi0w+1q1wsamzNuTONbNeUZsupmSyhlzPmSycTrPGj/j0V88d6/anEjfqezKKT7lFiy+sv35fE7vye0BoAqAYNvXPgB2ALgnt2NKu3Jb3IlvmDwfTkEkaR74/hvWMvcWi4VDhw6lXq/nkSNHHIfaE5Jxbz7G/w6pyk7NQmkwGBgaAEbVBUMDrI+RfRvwkQf6OZKq7du384MPPiAA1q1bl6+88goB8J133mHHjh3p7e3N0aNHZ0ve7A970RGlFPv06ePY6LVWrVpO77MXBklNTWWvQYO5ZObbTJs+lUlNGvJwtar0A/hrzZpk377c+N13BKwL9fPag81e2OS///1vrq+PGjWKFouFFouFT4waxWiAl1u1ctqQN+v+cPnhqnJRXnOjs863zm3jxpKY720wlM8y2gVREp2josSnshCb+M8+63qQomyWbd90Oy4mf5UqS5nFYuGkZbN40TiRKcYZ3PD1rbVpO3fuZM2aNanX6/nAAw9Qr9czMjKShw4dyvO8+/fvZ/Xq1enn5+com9+nTx9euXKFpHVdWOvWrQnc2jLgxx9/pJ+fH7VaLQ0GA5cuXcr33nuPAKjX6xkcHMxt27Y5Xef06dOOKpW+vrX5r39NpUYTxhYtWvDChQtcv/4As69by7rmLYlt21q3bhk6dCjPn0/hxo20JYK5Hec6/hgM5lxecz6HwWBm1ap3MTS0Hw8fzl78pSLwtNjEQsQnt1SVvLixaJtlZ45N9nPmVqnSDbbF/MrNxvdoMs7iL7PH8++/c99r0pNJ36lsKkziFgMgAtaStJUAhGR+5HRcpuObAzgM4CiAXwG8ndcxpR6A/tnH9MW+zonbl3pG1QU3bNhAkrx69SqrVavGZs2aMTXVukeHxWLhv//9bwLg559/ToPBwPbt21Or1WZLtu666y5Wr16dgLU65OnTp9m1a1cC4IgRI/jQQw8RsJb8r1evHkNDQ50qmNmPsydsma/x8MMPO6qK3X777U7H7Nmzh98e3Mdttj1GrjaqxySA6Tod42At9W/y8iL79uWHH35IAKxevbrL0bTMnn76aQLgN9984/L1t99+mwD4wQcfkCQzevVy7AmXERBg/XT6+FiTt2Lgqjxs5kdOpWLzOi6n87g6LiDAWqp248a8S9UWV9ncsqSEOkeFjk9lIjaRuZfV9lRpabduzuRyo+ZyfAInz/uEycbpvGScxL37tmU71bVr1xwjbp07d2Z4eDgNBgMXLlyYZzMuXbrEdu3aEQDvvfdeent7s1q1ak7l/seOHeuIq5999hmPHDnCqlWrOmLsm2++yW+++YYGg4E6nY46nS7bta9du+aoUqnX6/nOO+/Q39+fNWrU4JIlf9g2084cE5yTJ70+iUAUu3fv7vj/YvPmeBexKefELbfY5Odn4saN1vgUEJD9uCVL/mBgYCCbNGnCP/6Ik9jk5tjEQsQniU3Fb/bGtfzN+Im1QNLiL3ItkFRWSd/J8xUmcXsOwHEAaQDOAPgz0+NMTscV5eGWO0dZ7minf6Vj5za3s0qVKrx48SJJct26dQTAV1999dahKSmMiopiYGCgI/F56KGHqJTKVhWyT58+js6At7c3r1+/ztDQUALgnDlz2Lt3b2q1WhqNRoaEhLBhw4a87bbbnM5hrybp5+fnlMCNHTvWsa9bRESE4/33j32Gl4wTaTLO4qrF07hJq2VSlk9UEsDETp1I0tFB6tatW64/srS0NLZv357+/v6OveAys1gsfPjhhwnYNjLv25dmg8H5E1mMiVtBqhEV5Lisj9zuDNkDkMFAenm5Po4svrK5ZU0JdY5KNT65pXOUW1ltT2WvTpv5Fz3L5/3s1ev81laZ7ejs8UyIv57j6SwWCydNmkS9Xs/q1auzVatWBMDRo0c7pmTnJCUlxRGLevfuzYYNG1IpxTfffNNxgyrrlgGnT59m/fr1HTfLBgwYwF27drFGjRqO59555x2n7VFSU1M5ePBgRxL45ptvMiIigv7+dbJtZJ29kqOFjzzyEgFrpUq9Xs/69TtkGznL74hb9tiUSi8vc7akLfNxmzdvpkbzIDWaFAYGWiQ2SWzKW1mMTflgtlg4afkcJhqn8qZxGrfviHZ3k0qM9J08X4ETN8cbgBl5vae4Hm4JQLb1bglzNUyaBw6/07oezdfXl926dWNGRgZJ8vHHH6dSijt37nQceu7cOYaGhrJRo0YcMWIElVJ86aWXnBIu+yNr+f7jx49Tq9VSq9XywIEDbN26NX19fTlr1ix6eXmxU6dO9PPzczqHPUELCwtzSubeeOMNRyLnHxjIDyf/HxOnfMYMP1+mBwWRf//NVH9/mrN8Ym4ArB4czISEBJrNZttGsuArr7yS64/swoULrFq1Khs2bMj4+Phsr6emprJLly708vLijvXrs99KCQoib94stn/C/Oz/kdtx/v6ujzMYXM+xth/nqjOk17ueT17R9h/JrCQ6R/ZHacUnt8QmMuey2p4qh21F7InbNz9vZ4ztTvYPi79ghik9X6fdv38/69atS61Wy06dOhEAO3To4Li5lhOLxcIJEyZQo9GwRYsWjvXEHTt25Llz50hm3zLgyJEjbNu2LZVS1Gg0bNKkCffu3esUwx988EHHDAz7dexT3wHwueeeY5MmTajUSHp5mRgYaCGQ7DIB++03C1977TXab5wFBgYyKOgpenubGRhI6nQml8f5++ccmwIDSW9vM4GsUy6tcStrbMq6VYDEJolNeSprsSkP1xJucoHthtJJ4wReOHci74PKOOk7ebZCJ26l+XBbAEqJ5fGdC1mtkpaBgYEMDQ3lZ599RgB87733SJIJCQmMjIzkbbfdxsTERMeh1ruVGg4aNIhNmjRhlSpVckze7OshALB+/fqONWGVK1fmuXPnWKdOHYaGhnLixIkE4Njg2lXyFhkZScC6sbdGo+Err7zCWs1acN2sd2gyzmK6ny8tAC2ZftstWT4pqVoto2FdpG8ymXjjxg1HsrhixYpcf2Tbtm2jVqvloEGDsm3OTZLXr19nw4YN+YNOV6IjbnaxseTbb7sOIgsWFO64KVNyHpqPjc15+tHGjdmPczVNIKepCOVNSXaOSuvhtthEesyaj3xJTKQlyy+6JSiI5oQETlw4ideNU5hgnMqNa/Oe7phVXFycI/Fq1qwZfX19Wa1atTwLK5FkdHQ0AwMDWbVqVb7zzjsMCAhgcHAwV61aRZI0m82OWQd6vZ5Llixh//7WtWcGg4EhISHcsGGDY4q8PXHMWjBl5syZjpg9YsQI2xTIUD7xxGx+/rnrBMwenz799FMCYKdOnRgREUE/v0hOnbqXU6bQ5XFvv51zbNq3zxqHsk7V9Pe3Xk9ik5XEpiIqS7EpF9GH9nO/8UOajLP489zxvHbtsrubVGqk7+S5JHHLh48++oj2kaz27dtz5MiR1Gg0jkXpP/30E5VSfOqpp5yOGzfOumH3yy+/TD8/P3bq1ImPPvqoy+TNy8vLMeWme/fufPDBBwmAXbp04cmTJxkaGsq6des67sAOHz482zkMBgMBOO4Sh4SE8N6nH3cEnm8+/z/GukjU7IncDVjXt1l8fPiTreDJ8OHDabFYePDgQWo0Gup0umyV1LKaNG4cowGebtDA5XqW06dPc7Nez2SlaMll6lRmhZ3HHBtLLl/uOoh89501ULi6e5TbcTndbcp8bH7vBMldI/fHl6I83B2bygwXI27JGg3PNanHVOMM/mGcwKNHC/8/rsViodFopMFgYOXKlVm9enXqdDpOmTLF5Q2kzI4fP8769etTr9fz448/ZlRUFAHw2WefZUpKCklyypQpjvj81FNPOar3BgcHU6MJ48svL+dHHxkdU+IjIyP5xx/Om/CuX7+eer3eEePvv/9pAlHs1+9DFwmYhR99dCvWGI3Wc7dp04YNGnSkVtueb70VXaLxSWKT++NLUR4SmwrPYrFwyupFPG0cx2TjdG74xphnHPFU0ncqfyRxy4eMjAx27NiRPj4+BMCnn36a9evXZ0REBGNtvyX20TR78RLS+uG///77qdFo+MYbbxCwVl7s2bOnI9nSaDSODoH9ewB8/PHHWa9ePdpH9/bs2UNfX1+2bt3asT4ja7ES+xQepRRDQkP58vg3eNU4iWnGmfz4PWv7GgYHZ0vcCNDctSv7durEDUrxert2vPjnn45qlZ988glJct68eY7OSlJSUo4/L0ufPky1rZ1L9/NzmZTt2b6dG5Tiz0FBTI6NzbWqZGHnMWc+Lmtp2qZNnb93VeI2KMhaejan9+Xn2vkpW1uQ95Yn0jmqQLKscUv38mKGXkdzkybcM/Nj/nn6j7zPkQ9Hjx5lo0aNqJRigwYNCFjXGOcWr0jrTIBevXoRAMeMGeMoUNKiRQvHjarMWwY0b96c//3vfwkMp7VC5A1qtWl85ZVDDAgIoFKKgYGBTlPo7e2zbhcwnEol20r8J7FSpb10Lutvf9yKOV9//TU1mgepVDK12kQCSaxX75RT0lfc8UliU9l9SGwqnMtx8Zwy939MNk5ngnEq9+zb6u4mFZr0nconSdzy6cyZM/T393dUgvz000/p7e3Nfv360Ww2MyUlhY0bN2ZERASvXbvmOC4hIYGNGzdmaGioo1Lk6tWr2bRpU0fC5e3t7dhzzb5vkH2xu8FgcOyntm7dOmq1Wvbq1Yvdu3enXq9nkyZNHMfZp/MEVK7KSdP+jybjLF4wTuRdHaNYp04d1q5d2+WIGwEyNJT//PMP69WrxypVqvDs2bOMjo6mHnAq23+sZk1GA2zVpEnOP6y+fa0jaVlvhWQZTVuxYgWVUrz//vtzrM5U2LsqOZWRnTLFercop7tBuR2X190iV23I750uqYxUNh+eEJvKBFtVSUufPpy/ZgVTmtxOc5MmXDT5XXp7ezMgIICff/55ntVr8+PmzZuOETH7NPQWLVrw9OnTuR5nMpkcCVuvXr24bNkyVq5cmX5+flxgmxuUecsAP79I215qt2KFRpPC6Oj9jnXBOp2OS7L0Jo4e/ZtKJWeJP0msU+dBvvLKdbqa/miPTdmLmiTxvvvGce7cjBKLTxKbyuZDYlPBnbx8lWts69mOzR7PhGtl95de+k7llyRuBWAfcapduzb9/f0dG2OPHz+eJHnw4EHqdDqOGDHC6bgTJ04wICCArVu3ZqtWrRgcHMwTJ04wPDzckbz5+vo6iopk3n/NvmeQr68vb9y4wblz59I+hbFx48YMCgpybPjq5eXFZt17cvssa6n/TdPeZ4CvgVqtlj4+PmzRogWv4tbUSKe1bqGhJK3ThoKCgti0aVMmJCTweGQkk2DbJsC26j1ZKUbDuhDfpcTEfBceGT9+PHMrfFLQecyZ13HkVGLWujYk+2PBgoo9b7q0SeeoYklJz+CkeZ8yxTiDV4yTGXNsD0nyjz/+YN++fR0jWVlHqQrrq6++op+fHwMDA+nn58dKlSoxOjrvanBz5861VXGsz23btjm2aXn44YeZkJBA0r5lQBSBG1niSBzDwu7h9u3bnWZWvPfee7RYLJnWcTgnZ76+6TQYBtDPb4LLxC2n2GQdsYviwIED8xxVFPknsaniWbZ9G383fmotkLRkGs22AnRllfSdyi9J3ArAYrFw0KBB1Ov1rFSpEhs1asQBAwZQp9Nxzx5rJ+T9998nAC5fvtzp2NWrVxMAH3jgAQYFBTEqKoqXLl1yTEe0j7zZS1B37tyZ9umP9rvHt99+u9M1nn76aYaFhbFWrVrUaDQc9eZYXjJOZKpxBo2fvEKtRsP69esTsG4oq9Vq2b1tW8YCjAVY1fanqVIla7Jls2nTJmq1Wt5zzz2O/dYyfxotPj7cbFur8cUXX2T/QeVRQS7rz9S+B9ysWbOyvV6Qu0aZh+ldlZG1B6CsNVHyumtUUeZNlzbpHFUcMRcucf2sdx2b1p4+c9zpdYvFwpUrV7JmzZoEwFGjRjmmoRfFyZMn2bJlSwJglSpVCFj3ksxr/6WdO3eyatWqDAwM5Hfffcf333+fGls8tW/2vXDhembdSNvbO4PVqlkLpHz99dd88cUXHfH9zjun0MfH4rJymkaTTi+vDAKJLhO33GLT//43m0optm/fnlevXi3yz0xIbKpIzGYzJy38nAnGqYwzTuUP6xa7u0nFQvpO5ZckbgVk33g7MjKSSikOGTKEtWvXZmRkJG/cuEGTycQ2bdowJCSEly5dcjr2zTffdCRc9sXvp06dcpTsty9st3/fr18/AqBWq+Udd9xBAHz00UdpsVj4xBNP0F74JKhyKD/64m3GGb/g38ZJHDniXgJwjMTZp2Xa93OzJ4X26/j6+jq2N7CbNm0aAfD1MWNoztLTsAQG8lxMDL28vLJthUAyX3s2ZWYymTigb1+uBxh7xx3ZCprkZx6zq6BhLyPrqqOU9aHTZd8bpKLNmy5t0jmqGBZuWc8Dxo+sd7IXTqIpLTXH9968eZOvvvoqdTodK1WqxJkzZ2aLTQWVkpLCZ599loC1Ui9g3YctLi4u1+POnTvHli1bUinF8ePHc9u2baxevTq9vLw4efJkWiwWTpt2zTbtMY5AMqdO/YeXLl1i+/btaZ/uPn/+fGo0YdmSPGtnyEKdLp1AapFi08qVK2kwGFi/fv08p4SKvElsqhjOXL3GObPfY6pxBk8YJ/C33w66u0nFSvpO5ZMkboUQHR1N4NYebC+99BJ1Oh2HDBlCi8XC48eP02AwsH///k6ViDIyMtinTx96eXlxxIgRBMBly5bx559/dtyVzTwCp9fr2aFDBwKgj4+PIxFbtmyZNdkZMIBV693O+bPepsk4i2dmfcY6dWs6jreP4gFwrLlo3LgxAbBNmzbMvDauVatW2f6ezz77LKMBpuv1Tp/UFI2G5t69HT8Hg8HAK1eu3DrQtp6Fffu6rCrpiqlnTyYrxSSAGfaNiDIle3nNY85pmH7jRtclZrM+sg7pV8R506VNOkflW7rJzM9XfsVY4ySajLO4Yd2ifB/722+/sUuXLo5YdeDAgSK3Z+XKlQwKCqLBYHCMnv3666+5HnPz5k0OHTqUAPjII4/wwoULvPde642xe++9l//88w8vXzazc+cXCYRSr9dzzZo1TElJ4ahRowiAgwcP5vTp+23J3a2YYy/Bv3Ej6eOTfV+1gsamnTt3MiQkhFWrVuX+/fuL/POqyCQ2lX/bT/7OTcb3aDLO4r4545lyMzHvg8og6TuVP5K4FdIzzzxDAGzfvj31er3jju60adNIkpMnTyYAzp492+m4a9eusU6dOoyIiGBUVBT9/f154sQJLl261JFs2QugANZNuW+77TbH3WKlFHU6Hc+cOcNlP+/iYeP/aDLO4rrpH1KjlONYe9lpe6ETrVbruNtsL3dtP6/9Pa+99ppTW00mE/dVrmxNpry9rdXg9HomATxWowYtFgvfe+89+gL8RylaQkPJv/+2rpcLDXWafpmnvn2z7euW4e3D1G7529ctp2H6mBh7xyj34FPYIX0JUoUnnaPy63L8TU6bbV1re9H4Oc+cKfimtRaLhYsWLWJYWBiVUnzmmWd4/fr1IrXrzz//ZLt27Rw3w3x9fbNNa3fVDvv09Hbt2vHixYv88MNZ1GrbMzy8Obdv307SecuA0aNH02KxcOLEidRoNGzcuEu2wiIGg4UbN1pjVG7xqSCx6fjx44yMjKSfnx+jo6MlPhWSxKbyK8Ns5rTo1bxonEiTcRbXr5zj7iYVq4J+5qXvVPZI4lZISUlJbNiwIcPDw1mrVi1Wr16dPXr0oLe3Nw8fPkyz2cxu3brR39+fZ86ccTr28OHDNBgMbNeuHStXrsxmzZoxKSnJUdEMgGNtmn20rFKlSsw83XHM/15nonEqk4zTOeG9sQwODubIkSNprXZm3Szb39/fKYnLXAClTZs21Gg0DA4Odhqh2717t1Nbb1y5wp98ffmDTsfTv/xC9u3Lk3XrUg9w3LhxJMk4vT7bpt4EHAVP8sVFQZM4BLGy4Wa+h9tHj3a+fO/et2Zr6vXWedv2IfzRo4s+pF/YUrvCSjpH5dPBM2e402hN2vbMGcfYv88X6XxxcXEcM2YMNRoNq1Spwi+//LJIeyqlp6fzlVdeccRE+5TzvCparlq1in5+fgwOfpre3hn09zfZpkkO5/vvv8+MjIxsWwYkJiZyw4YNDA4Opre3kc6l/k0MDLRki0dZY1VB48rff//N1q1bU6mR1OtNEp8KQWJT+ZRhNnPyPGsBkqvGydyxda27m1SsCtsnkb5T2SKJWxHs37+fOp2Offr0obe3N7t06cKIiAg2aNCAiYmJPHfuHAMDA9m5c+ds6zQWLlzomEajlOKjjz5Kko4pjPbqlfavW7ZsSW9vbwYGBvPPxrfR1KQxz075H+M7tGNSly6sGRbG6tWrs2fPnk57wwUEBDh1UKpVq+YYgWvWrJnTVgRBAFMBWvR68tQp6ydWr+cf+/YxJCSEt99+O+Pi4mg2mzls2DAC4IoVK2gJDc1xi4F8c1HQJAk+jEbfQpewzfowGKx3kOznKsodH1mIW3TSOSp/Zq37hseNnzDFOIMbls9gRkbRy/vbHTp0yDFa1rlzZx47dqxI54uOjmZoaKgj/nXr1s15yrcLW7f+mq2Uv1abSiCU3bp148WLF522DAgICOD+/fu5e/cpF1sAOMeOmJhb8aiod6PPnEmkRpMi8amQJDaVP8cvXOIy4zs0GWfx8OxxPHv2pLubVKyKs/y/9J08myRuRfTBBx8QsG6YbV8HodFo+NBDD9FisXDBggUEwAkTJmQ7dvTo0Y7kDQDnzZtHs9nsSLbsm7jak7f7n32KsU1uo0Wvp1mvZ5xS1vVnPj6M79CBAQEBbNSoEZs3b06DweA4zj7KZh+Bs4/mBQQE8LbbbnNcLxVwPXKm13Pr1q3U6XTs3bs3TSYTU1JS2KFDBxoMBh74/nvXiVsenSCnD78tccvw9mEcgpgEH0filp+Ssq7maWd9FGdpWil9W3TSOSo/ktNMnDzvE8YZv2CCcSq3/LCyRK5jNps5e/ZshoSEUKvV8qWXXnKU6C+MCxcuONbSaTQaRkREcO/evSRdd0727SMDAsxZPvcWvv32d/T19WVoaKhjywH7DAqlFF94YQkDA7NXiyyp2LFvH7NdT+JT/klsKl++3BzNQ7YCSdvnTaApNcXdTSqSnGJTYfok0ncqeyRxKyKTycQ777yTQUFBjkXsDz74IAFw/vz5tFgsHDhwIL29vbMthE9LS2PHjh3p4+PDdu3a0cfHh0ePHuX58+cd684MBus+bAOfe4onjZ/S3KQJ07NsSZ/h7U327cstW7ZQr9ezXbt2rFGjhmPKpL1TkjmJsxcpqVu3LqtUqcLg4GBH4pbtU6vXkyTnzJlDABwzZgxJMjY2lnXr1rWubyvgiFvWofJlC60FTVK79WWoIZHR6Mto9KUeafm+a5Tlx+LyrnZx3dWRu0ZFJ52j8uG3S5f5lW3T2lPGz3jh4p8lfs2rV686bpZFRERw+fLlhZ4+mZGRwXfeecexflin0/Hxx7e4nMqT2+f++PHjbN68Oe0Fq9LS0vjtt9/atngJpVKmUolNebVT5E1iU/mQlp7Bid/MZ6xxknUWQAEKJHmqnKYZFmXETfpOZYskbsXg1KlT9Pf3Z5cuXdi8eXMGBwezffv29PX1ZUxMDK9cucIqVaqwVatWTMtSWfHSpUuO7QXCwsLYoEEDJiQkcNmyZY6k6+XxbzHJOJ2JxmkcMaAHE7Vap9/6OICJly+TJJcsWUIA7NmzJwMCAhwjb/bELfOjTp06BMAuXbrQ19eXrXx8XCdgJ29NKfjv888zGuC5xo3JxEQmdurENOQwUle5ssufV14f3MKUlI2JcR1wvL1LrjStlL4tGukclX3bj8fwiK1A0pYFn+W5P1px2717t2Oftl69evFkplhVUD/++KOtEEpVZi3dn9/4lHnrgTZt2vD06dO8ePEiq1a9i672Z/PzK7nYIfGp8CQ2lX1p6RmcPsc6ynbJ+DlP/1nwAkmeRvpOgsw5Prk96GR+lIUAZB+Neu211xgUFMRmzZqxSpUqbNq0KZOTk7lq1SoC4P/93/9lO3bnzp3U6XS88847qdFoOGzYMFosFj742OOcN+P/mGacyZhZ49i6ZSNuNRiYlOUTlgRwh7+/43wTJkwgYN2rSKvVOvZrs4+22R9KKYaEhBAAR44cyYycRtyUcpzb0qcPUzQaJgFMt/U6LLYRNwtAS+basT17uvxZ5WeovKBzqBcscB18pkwp2cpFUhmp8KRzVLZ9sfJLnjNOYLJxOjd/t7DUkzY7k8nEKVOmMDAwkF5eXnzrrbeYlJRUqHNduXKF7duPIXCjSPFp5cqVDA4OZkBAAJctW8Z588wuE7e33y7Z2CHxqXAkNpVth878yfWzrLMAds8Zxxv//O3uJhUL6TsJMuf45Pagk/nhMQEoJZb8Z5/1zywsFgvvu+8+enl5cdKkSQRubaD95JNPkiQfeeQRarVaxxqKzKZOneoYKQPA940zuMf4AU3GWfxp2ocMCQlkaGAgYwFm2JI1k1I02b6OhnVjb7sXXniBmdfP6W3v2ajR0A/gBoCxADcCDPHyYnQOo2aWLIkb+/alJestH42GZqWcn8tlw+3cys8W9oOc012jmJiCn6sgJPgUnnSOilEusam4xSUlc9bs95lsnM7LxkncsXN9iV8zP/7++2/HNPXIyEiuXVu4inGXL5up16c7xZGsi/Pz4+zZs459OIcMedNl4lZi8Snt1tTzA9sSrduq5LGXprhFYlMxK8X4NGvd1zxptFaO/GHh5zSZ0kv8mqXFVd+pMLEpM+k7lT2SuOXXn0toWeZDfh1ELvMh/8w+thsbG8uwsDA2a9aML730EgGwf//+BMDly5fzxo0brFmzJhs2bMjk5GSnYy0WCx9++GEC4NMf/x//NI5ninEGVy6c7Bghi7YlaRmAI2HLsCVgXrb3rFq1iqR1Ef/w4cMdbbAfmwTwhu14i+34uEyvuUzczmcq5+2ibD8DA62PzM8FBZE3b+b448w6VG4vMVuU8rC9ezs3oXfvgp+jIKSkbdFI56iY/LnEGpNyiU3FZceJk1xlW892ZPZ4/nPV8+5kb9261bGGd8CAAfzzzz8LfI4lS0hv7wwqFU8glVptBoOCLAX+nJtMJr7xxhtUStHXd7tT8lai8alvX5q8rAWe7MWeTF4530wTziQ2FaNSik/JaSZOWDSF141TeN34BbdsXl0i13G3zH0ne6n+ovZBpO9Utkjilh8psbQs9SEX49ZjmY/Lu0fr1q0jAL744ovs2rUrDQYDW7RowcDAQJ4+fZqbN28mAD7//PPZjj116TLHTXuHKcYZvGH8gg8MH8jr16/zvffec0rcsk6T3J1pLzadTse//vqLJJmamspu3bpRq9Vyd3BwtmNdJWmunkv287P+h5+YaC04otE4f8o1muzP5TLiZme/4+JqA9qCLlYt7QWvssC26KRzVAxSYq2xKB+xqSgsFgtnrl/DE7Y72Zu+mlykvdRKWlpaGj/99FP6+vrSx8eHH330EVNTUwt0jthYcsWKBGo0qUX+nH/zzTbmtm6uuKV268skZN9eJbWbJG75IbGpmJRSfDpy7jwX2W4onTNOLJUCSe4UG+t6c+zCxBTpO5U9OcUnDcQtSWcBjd75OY3e+nwW/fv3x1NPPYXPP/8cY8aMQaVKlRAfHw+lFIYNG4bOnTtjzJgxmDx5Mn788UfHcX9evYY/1s3CC/oIxFjicO+8+Vi9MhqjRo3C66+/jg4dOmAogPQs1zNrteidkIAmTZoAADIyMtCuXTtYLBZ4e3tj9erVaNKkCQampyNDk79/VmZ6AIAhKQnmrVuBGjWA69cBiwXQaICgIMDH59aBPj7Zn8tFlSpAmzbAzZuAl5fza3o9cPZsvk4DwPreop4js6tXgf37rX+6ei06GtDpiu96QhRK0llAk+UXP4fYVFgkMXmZEQ//dQnV4Y999cPR88ExUEoV2zWKm5eXF1555RUcP34c/fr1w5tvvonmzZtj8+bN+T5HlSpArVoBCAhw/vkW5nNeu3YXBAQYinae9HSgXz+kde+Hgz/dRFr3fkC/ftbns7yWEJcBPUxOh5vghV/fXVGwhgtRFKUQn7YfjwE2LsIwhONnfSLCH/oPqkdEFtv5PVGVKkClSsXT55G+U/khiVtmfpFQdP5PMCM9FfCLdPn2CRMmoF69ehg7dizmzJmDv/76C40aNcKBAwfw2muv4ZNPPkGDBg0watQoxMfHY8lPm5G2Zg56ohp+DMjA1VrNsWvvYTRr1gxr167F5MmTsWjRIqzRaOCf5Vq+ZjM2+vnh999/R82aNQEAcZcuIdFgAKpUQVBKCg799Rf+Sk6GzmLJ119XZXrYadPSgPh4a9IGWKPGhQtAly5Az57WR5cut57r0gX49tt8XS8y0trvyMxksj6fX8VxDrulS4HatYFevax/Ll2a/bUxY4DExOK5nhCF5hcJWLL84ltMOcamgrqSkIjFc97D6JsK55CEhD490aHrvR6dtGVWq1YtrFy5EuvXr4fZbEavXr0wfPhwXLx4MV/HW+OK89+1MJ/zyEggI8P5v9UCn2fgQGT8+BPMW39Cva41YN76EzJ+/AkYODDbayGHf4QOGU6H65GOpu/eX7CGC1EUJRifSOKLlV+i3s6NaIBg7KgRgM7/ehF6n6y9pPKpuPo80ncqR1wNw7nr4RFD/rZ52pblgUz5UsPhd4KLFuW8J8jevXup1Wr54IMP8rPPPiMAdurUiQC4du1a7tmzh1qdjh9Of583jFMYb5zKTesWO47/6KOPCIAtWrSgVqvljh07mOLvf6t6Y6bHDb2ejRo1oq+vLytVqsRYF9Me7d8n29a05TQtMj/PEcixYmRhFUd52OI4R27D+K5eA8iAAJmnXRiQ6UjFw7GGJLBY15Cs2fMzD9o2rd01dzzj464Vy3ndJSUlhe+++y69vb3p7+/PiRMn0mQy5XlccZWuLup5cpv+6Oo16xpmjaxxKwSJTcWoBOJTXFIyZ89+jynGGbxk/Jy7dm0shoaWPZ4Sm0jpO5WmnOKT24NO5ofHBCBbZaSk62fZtWtXajQaLlu2LMe3v/vuuwTApUuXcsiQIdRoNKxfvz5DQkK445ejnDnzHaYZZ/J34wTGHD/sdKzZbOZ9991HjUbD6tWrMyIigqldujAjy29+BsD1AB955BHWrl3bKXHL+ikx63TcoBRbN2hQ9MQtl821C6s4qgwV9Ry5ldt19Zq/v7WcrszPLjjpHBWjYqzaZrFYOGnllzxrK/W/fuUcj17PVlCnTp1yVPxt1qwZd+zYkecxxVUBrSjnObAtkXEIcgpAcQjigZ9uunwtHTpebdVTqkoWgsSmYlaM8WlbzG9cY1vPdnDOeF6NvVQMDSy7PCE2kdJ3Kk2SuBXSzZs32blzZ2q1Wn7zzTcu32MymdiuXTsGBwczJiaG9evXZ2hoKJt268mts96nyTiLO2Z8xBrVw3nlypVsx8fHx7NBgwasVKkSvb29eW+3bjRnqd54A2Dz224jAL7xxhsMCwtj48qVXSdbV65w9erV1Gg0TC9AklYaI26eoqB3jWRRbeFJ58jzpJoyOOHLiUwxzmCc8QsePLzL3U0qERaLhatWrWLNmjUJgKNGjXIZgz1JQUfcpBhJ4Uls8kyr9u7lceMntgJJk8rVDaWyTvpOpSen+CRr3PLg5+eH77//Hu3bt8eIESOwevXqbO/R6XT46quvkJ6ejjFjxuDrr79Br8cewsYRd6OTCsPitFgEd7wXsVev4amnnoL13+OWwMBArF69Gunp6ahevTqe3roV5uRkp/d4Afjk9Gncdttt+Pjjj/Hqq6/ip2vXXDe6SRPcd999mDZtGvK32s0q22oWjcb6KIeqVAHmzrXWVwkMtP45d671+dxeE6KsO3n5KqLnf4Dn0/xwUiVCc/8wtG7Zwd3NKhFKKQwaNAjHjx/Hq6++ikWLFqFhw4aYMWMGzGazu5vnkre3tYhAMnwQjyAkwwdeXtbnc3tNiLLObLFg4pKZ6PHLPtRAAA7eXgu9Hnq+zKy1rQik7+R+KmsS4U5RUVE8cOCAu5vhUkJCAvr06YMDBw5g5cqVGDBgQLb3GI1GPPPsaIyf9n94WoUiESaMO/ErPvt8DjZt2oRf9u9H4zfeQPNmzVD955+BoUOtB377LeDlhRUrVmDo0KHY7uODDikp0CgFFRAA3rwJi8WCDAAJAPpGRGDDpUsIzaGtKjTUUeonyWCAb1patqSMyCFRs/cM7KtYu3QB1q8v1M+sLLh61VrlKDIye3DJ7TWRf0qpgySj3N2OovDk2FQQy7dvQdTJQ6iNIGz3TkL7IY/D1y/A3c0qNTExMXj22Wexbds2REVFYcaMGYiK8rBfzfR0YOBApKUBv77zDZq+N9SamNmLQOX0WtaScSJPEps8x9XEm/hh2Wd4AOE4j5tIbNsBLVq0d3ezRA6k71TycopPJZa4KaVqAlgIIAzWPMFIcnJux3h6AIqPj0evXr1w5MgRrF69Gv3793d6/fCfZ3F803w8oKmOXxGPJX9cxPjxk1GzZk2kp6fjbKNGwPbtsFgsMAQEQJNhqwaWKTl69dVX0X3cOPS0nVMFBECTlATmUinyHwB316iB6AsXoADo/voLwTVqAAAYGgpcu5Y9SctKKSAkxFq3/5tvsiWVxUk+1BWLp3WOymNsyovZYsHk5TMx8mY6fKDDgRqh6NFvuLub5RYksXTpUrz44ouIjY3FU089hY8++giVKlWS2FTBeFpsAgoen8p6bAKAdQf2wXBoA7qqatitS0SLwaMQGFTZ3c3yKBKbKp6c4lNJzoPLAPASycYA2gN4VinVuASvV+KCgoKwadMmNG/eHIMHD8aGDRscr325ORpq81I8oKmOTWl/498zluCtt95HVFQUrl+/jvj4eBw9dgxeXl7wBaBJTARSUrJd46OPPkJISAgAQGt/n8XiSLyylvA3AUhr2hQnLlzAbwYDDgEw16plTdguX4a6fj3nv1Dm/dgMBmvStn494O9v/XP9+mJP2nIrIytEKSl3sSk3v1++jIVzP8Tom1rooMVfnTpW2KQNsE6fHDlyJE6ePIkxY8Zg1qxZaNiwIZ5+ejtq16bEJuFuFSY+kcTkFQvQ/PAOdFXVsDnAjE6jXpSkLQvpN4nMSm2qpFLqWwBTSf6Q03vKyp2j69evo0ePHjh+/DjWrF2LmMTLGHU9Hn7QY0fNykgxGTBgwAC88soreOaZZ9C6dWv4+Pgg7uJF/GMwwJCaeutkQUHAxYuAn5/jqbS77oLXjh15jpIRQAoAjUYD5e0Nc0oKsm6J7fIcOh1w113WpKyER9cyu3rVGnQy56s+PsC5c3IHqTzzxLvamZWn2JTVtpO/Q21fjo4IwwFNAu546FnovbNGiYrtyJEj+M9/3sCBAysA+Dqel9hU/nl6bALyjk9lNTbdTDVhxrIpGGPyQxoycOqOVrijdUd3N8vjSL+p4sopPulcvbkELh4JoBWAvS5eewLAE4B1E9WyICQkBJs3b8bd9w/D6dM78JyuJi4hA8l9+qNnrboAgKceewxdx42D/7ZtWDZnDjIGD0ZbpaDPnLQB1h0KBw8GNm50POV9/Djym077AFAWi+NTbT8u16RPr7cmaPa1a6W0hu3sWetlMwcgvd76vAQg4Q7lLTbZWUjMXL8G9188hxCEYWtVA3oO+I8s8nehZcuWmDp1Hbp1y5DYJDxKTvGpLMcmADjy1yWc32DEC4jAryoeDR74D+4IDHZ3szyS9JtEViVeMlAp5Q9gJYCxJBOyvk7SSDKKZFSVMvRb+Pu1f/DFyK54UlcTu1IuwWfWItR48lng5k2gXz9M+/ZbdAXgs28feo4ahR46HUJsZTyJWwkWLBbg0CHnk7dsmfeatILSaG5Ni3STyMhbNU/sTCbr80KUtvIam0wZZkyf/wmeuHgVgMKehtXRa+AjkrTlom5dDay1e2+R2CTcKbf4VFZjEwAs3/EjKm1YgrsRgW2GFDQY8RR8JWnLkfSbRFYlOuKmlNLDGngWk1xVktcqTTO+W44el8+hFipjk78JAS9MgF9SEsze3tDWqAGkp0OTlgaDUlAkkJAALwBmWDPlbN2nli2dv7eX4c9ckEQpQKsFgoOBY8eAZs2g/vkn3yNzIIELF5ynRZYye6nYf//besfIZJJSscI9ymtsOnL+PP7YOA9PIQJHVTxCew9Cp1r13N0sjyexSXiS8hifzBYLpiydgQeTTdDDgO21KqFnnyfc3SyPJ7FJZFViiZuy3t6dC+A4yYkldZ3SlJiaDuPK2fhPMqDgh931quPubgOQNnslLNu2QZuWBqSlWd/s4wNlMgH2ypEANFotkJ+9g+xl+YGcS/NfvQp06wa1bZvToQpwncyFhNwqOuJGI0YAPXtKdSThPuUxNgHAqr17UP3oFgxCBHbqb6LTQ2Oh0+nd3awyQ2KT8ATlMT5dikvEqpVf4FlLZVxHBi52uBPdm9zh7maVGRKbRGYlOeLWEcDDAI4ppY7YnnuDZHQJXrPExPx9Bb+sm4nnEY6zSETgfSPQrUoEAMB77VpYIiKs69XsTCZrEZBMiZsym10nVUeOOH//7bfAwIHWr7MWD8ns2DGXbXU5IapVq5z+aqXOvlGjEG5SrmJTmsmMqWu+xKNxSfBDZWytGYRefeVOdmFIbBIeoFzFp02//gqv3avxFMJwSBOPVg+NRjUpkFRgEpuEXYklbiR3Io8aGWXFlmO/IHzPegxFOHbpE9FmyL/hGxB86w1Dh97ak83OYrGOlPn43Bo1S0uzFhLJKutUycyFQ4CcR8lyW7OS+bqANYkUQpSr2JSanoFFCz/G8wzDZWTgrzat0aulVGYToqwqT/Hpy83fo9+ffyAEYfgx0ILug5+HTi8bxQtRFNKbzwVJfLFyAQbfuIFgBOKnCD90vzuXymxZkyU/PyAq6tao2f79wPXr1vVmdvb1bIXx559AnTrWr23r3kBaR9d0utxH64QQZdqeP35H/NalGKXCsU8bj0YDH0aNytXc3SwhRAVnyjBj2qLP8ajJgFQoHGhcG7079nF3s4QoFyRxy8G1xCSsXj4R/2Eo4qHFsaYN0ePOHq7fnNvURvu+aOvXA/36AT/9ZP0+c4JX2MTN39+61s0u89d2bl7TJoQoftO/XYbesX8hSoVjq08qeox40bqGVggh3OjoX+dxesM8jEYEzuIm2K0P2tdr4u5mCVFuSOLmws6TJ3Fj+zKMQjh+VQmIvP9R3BlcOecD8ju1Mb9r14QQwoXElDTMXjELj6dqYYYPdtUPR6+u97q7WUIIgeU/70Dkb9txLyKww+smOo8cLVMjhShmkrhlsXbfHjT5ZQfaIxxb/NPRe/hLxbf/UX4TPCGEyCI+ORVrF4/Dc6iGc0hEwH0j0MVWIEkIIdyFJGZHr8SQS5cQgFBsrRGEXv2kQJIQJUESNxuSmLxkOh5ONkMHX+xrGIHenfvLprVCCLf78ddj8Nv9LUagGnbpb6LDsCeh9/F3d7OEEBVcqikD8xaOw2OWSvgHZly9szV6NW3j7mYJUW5J4gbg0o04/LRiEkYjAueRhoS2bdChxZ3ubpYQQmDKN3MxNC4BlVAZW4Is6D30BbmhJIRwu72nTiHpx8V4QoXjVxWPkD5DcHvNuu5ulhDlWoVP3NYd3A/fQ+sxFBHYq01Aywf+g7r+Qe5ulhCigruWmITFK6bi3xkBiIPCkeYN0addd3c3SwghMPeHdWh79le0UtXwo28aeg6XAklClIYKm7hZLBZMWbUQQ25cRziq4YdgoN/Ql93dLCGEwNaY35C8awWeQThOIRFh9/8L7SuFurtZQogK7mZKGmZ/MwOPpengjSDsuq0aencf6O5mCVFhVMjELT3DjGmLJuFZkz8SocfxqKbo16qDu5slhBBYuWcPWh7bgdoIx0++aeg2fKzcyRZCuN3VxGRsWDYBY1AN53ETvv3uQ7caMjVSiNJU4RK3E3/H4tR30zFGReAXFY+G949Cs+Aq7m6WEKKCM1ssmLJ0Oh5LBgBfHG4SiR4deru7WUIIgR+O/oKQveswAtWw0ysJnUeOhlZK/QtR6ipU4rbwx/XoePpX9FUR+Mk7CZ2GPgNvHz93N0sIUcFduhGHHSsmYQwicBaJSG7fGW2atXV3s4QQAlO+noPh8UnwRwi2VFLoNfh5aDQadzdLiAqpQiRuZosFk5fOwEPJJnjBBz/VqoQefWSPESGE+63ZuxvBR3/AEETgZ10i7hj6OPykQJIQws1u3EzG4q8n4TFzMG7AgrMtG6FPm67ubpYQFVq5T9yu3kzG8uUT8ZylKq4hA1e6dkWP+k3d3SwhRAVnsVgwZ8t69D17AhGohs3BQN+hL7m7WUIIgZi/ryBm3Uw8hXD8gUSED/kXaoZIgSQh3K1cJ24/nfwd2L4MT6Ea9mvi0ebh5xDm5e3uZgkhKrikNBNmLp2EMaZAJMILJ9q1RN/mMjVSCOFeJLF01w5EHd+D+xCOrb7p6DnyRdk7UggPUW4TtznrV2Hghb8QhDD8GGBG9yHPQycLaYUQbnYm9ipOfDsdzyMcx1UCAnrcg6Z1bnd3s4QQFRxJTF4yHU8ka5ABP2yr7o+e/UZI0iaEByl3iVuayYyZiyfiXyYD0gDsb1QbvTv1dXezhBACS7ZtQoM/9qM3wrHVkIK77n9aCiQJIdzu0o14bFgxBU8hFOeRDHOnbujZqLW7myWEyKJcJW77T5/G+R+/wrOIwAUkQdPnXnSsVc/dzRJCVHBmiwWTF0/Fw6lEICpjS1UD+gyUAklCCPdbvWcXQo/9iEcQhl80CWj4wOPwDwh2d7OEEC6Um8Rtxd7dqHN0KwYiAtu9ktD1oedk01ohhNtdikvEmpWT8ZylKv5BCs527YQ+UiBJCOFmFosFszZ8i/4XzyACYdgcrNB36MvubpYQIhdlPnFLz7Bgyqp5+E98KrwRgu11qqB7T7mTLYRwv41Hj8F37xo8gTDs08aj7UPPoZoUSBJCuFlcchrmL5+EZzKCkAQvxLRvhb7N2ri7WUKIPJTpxC0pNQ3ffPUpxqIaLsKE+Lat0b1FB3c3SwghMGfDGgz66zwCUBVbgizocd9z0EnSJoRwszOxV/H7t9MxBuGIUfEI6TsIzWvIshIhyoIym7hti/kNGTtX4iFVDXu0CWgy8GHUrhzm7mYJISq4NJMZsxZ9hn9l+CIZxOGmddHnzl7ubpYQQmDx1k1ofOoAeiIcW33T0GXIs/Ay+Lq7WUKIfCqTidvcH75H+7PH0FBVwxbfNPQa8SI0Go27myWEqOB+vfg3DkbPxjOohj+RCK8+A9CuVn13N0sIUcGZLRZMWfklhsfFIQiVsCXMB30GyLISIcqaMpW4xSelYO6qWXgi1QsaBGF3o5ro06mfu5slhBBYuusnNIjZhQdRDbt0iej8yFgpkCSEcLsz/1zDpjXTMYZhuA4N/uraEX3qN3d3s4QQhVBmErcbN5OwaekEPIdwnEEiDL36o3OkbForhHAvkpi5dhlGxl6DN0LwU7gvut/9OJTMAhBCuNlvFy7i+vr5eBxhOKSJR6Mhj6JqcKi7myWEKKQykbitP3wAoQc2YAjC8ZN3Ejrf/yS8fP3d3SwhRAWXlJaGrxaNx6OWyriCdCR3aI8eTaLc3SwhhMDcDWvQ5a/f0Q5V8GMlhR73jYVWp3d3s4QQReDRiRtJTFk+G8MSkxCMUGwJVuh9/1gopdzdNCFEBbf9+G+w7FyJx1ENx1Q8wu8ZhtrVarm7WUKICs5aIGkCHsvwhwm+2BUZit69hri7WUKIYlBiiZtSah6AewDEkizwbrNX4hPw9arpeCIjCNegcKxVY/SJuqv4GyqEqHCKGp9mb1yLTuePoz6qYYt/OnoNe0kKJAkhiqyosenI+fM4tnE+nkE4/kAifHoPQLfaUiBJiPKiJHsaCwD0LcyBp6/ewJ6vP8fTGSE4pZIQNOxfaCNJmxCi+CxAIeKT2WLB58vnYsT5v1Abgfi5YQ30GTFakjYhRHFZgEL2nXac+B0ZGxdhBMLxsy4RDR8bi0hJ2oQoV0psxI3kdqVUZEGP+3rXDrSM+Rn9EY5t/iZ0f+AFqcwmhChWhYlPsQk3sX75ZxiDcJxBCoLuHoy7qtctoRYKISqiwsQmkpj27VI8cDUWgQjBzhqB6NL3P7KsRIhyyKPWuF25Fos+Mb9AwR/bwv3Q854H3d0kIYRAQnIyLi6fggcRjr3aBDS672GEhIS5u1lCiArOQsI49yM8wSq4BoXDTeui65293d0sIUQJcXvippR6AsATANC6di1cQRrSO3RBT6nMJoRwo8yxqWntGmiAYGwJ0aD34JfkTrYQwm0yx6ZatSPwb1bFEU08Iu4ehjvDpUCSEOWZ2xdmkDSSjCIZlQwLao18Ek0laRNCuFnm2KSDwrEWjdBnyOOStAkh3CpzbPKCwjbvZLR+9CVESNImRLnn9hG3zPxCw2Dwk/3ZhBCeRRtaFe3bdnN3M4QQwklQaDX0fGSsu5shhCglJTbippRaCmA3gIZKqQtKqX+X1LWEEKIgJD4JITyRxCYhRG5KsqrkiJI6txBCFIXEJyGEJ5LYJITIjdvXuAkhhBBCCCGEyJ0kbkIIIYQQQgjh4SRxE0IIIYQQQggPJ4mbEEIIIYQQQng4SdyEEEIIIYQQwsNJ4iaEEEIIIYQQHk4SNyGEEEIIIYTwcJK4CSGEEEIIIYSHk8RNCCGEEEIIITycJG5CCCGEEEII4eEkcRNCCCGEEEIIDyeJmxBCCCGEEEJ4OEnchBBCCCGEEMLDSeImhBBCCCGEEB5OEjchhBBCCCGE8HCSuAkhhBBCCCGEh5PETQghhBBCCCE8nCRuQgghhBBCCOHhJHETQgghhBBCCA8niZsQQgghhBBCeDhJ3IQQQgghhBDCw0niJoQQQgghhBAeThI3IYQQQgghhPBwkrgJIYQQQgghhIeTxE0IIYQQQgghPJwkbkIIIYQQQgjh4Uo0cVNK9VVKnVRKnVJKvVaS1xJCiPyS2CSE8FQSn4QQOSmxxE0ppQUwDUA/AI0BjFBKNS6p6wkhRH5IbBJCeCqJT0KI3JTkiFtbAKdIniGZDmAZgIEleD0hhMgPiU1CCE8l8UkIkaOSTNyqA/gr0/cXbM8JIYQ7SWwSQngqiU9CiBzp3N0ApdQTAJ6wfXtTKXWyiKcMBfBPEc9RXKQtOfOk9khbXCuuttQuhnOUuhKITUD5/PctDtIW16QtOSuO9khsusWT/n2lLa55UlsAz2pPeWyLy/hUkonbRQA1M31fw/acE5JGAMbiuqhS6gDJqOI6X1FIW3LmSe2RtrjmSW0pZm6JTYBn/UylLa5JW1zzpLYAnteeYpRnfJLYVHqkLTnzpPZUpLaU5FTJ/QDqK6XqKKW8AAwHsLYEryeEEPkhsUkI4akkPgkhclRiI24kM5RSowFsBKAFMI/kbyV1PSGEyA+JTUIITyXxSQiRmxJd40YyGkB0SV7DhWKdPlBE0paceVJ7pC2ueVJbipWbYhPgWT9TaYtr0hbXPKktgOe1p9hI30nakgNPagvgWe2pMG1RJEvy/EIIIYQQQgghiqgk17gJIYQQQgghhCgG5SZxU0rVVEptVUrFKKV+U0o978a2GJRS+5RSv9ja8p672pKpTVql1GGl1Do3t+OsUuqYUuqIUuqAm9sSrJRaoZQ6oZQ6rpS6041taWj7mdgfCUqpsW5szwu2391flVJLlVIGd7WlrJPYlGebPCI22doi8Sl7OyQ2lWMSn/Jsk0fEJ4lNLttRIWNTuZkqqZQKBxBO8pBSKgDAQQD3kYxxQ1sUAD+SN5VSegA7ATxPck9ptyVTm14EEAUgkOQ9bmzHWQBRJN2+34ZS6ksAO0jOsVXv8iUZ5+ZmQSmlhbX8czuS59xw/eqw/s42JpmilPoaQDTJBaXdlvJAYlOebfKI2GRry1lIfMqtTRKbyhmJT3m2ySPik8SmPNtUYWJTuRlxI/k3yUO2rxMBHAdQ3U1tIcmbtm/1tofbMmSlVA0A/QHMcVcbPI1SKgjAXQDmAgDJdHcHnkx6ADjtjuCTiQ6Aj1JKB8AXwCU3tqVMk9iUM4lNrnlwfJLYVM5IfMqZxKfsJDblqlRiU7lJ3DJTSkUCaAVgrxvboFVKHQEQC+AHkm5rC4BJAF4BYHFjG+wIYJNS6qBS6gk3tqMOgKsA5tumQcxRSvm5sT2ZDQew1F0XJ3kRwAQA5wH8DSCe5CZ3tac8kdiUzSR4TmwCJD7lRWJTOSbxKZtJ8Jz4JLEpdxUmNpW7xE0p5Q9gJYCxJBPc1Q6SZpItAdQA0FYp1dQd7VBK3QMgluRBd1zfhU4kWwPoB+BZpdRdbmqHDkBrADNItgKQBOA1N7XFwTbtYACAb9zYhkoABsIaoCMA+CmlHnJXe8oLiU3OPDA2ARKfciSxqXyT+OTMA+OTxKYcVLTYVK4SN9uc6JUAFpNc5e72AIBtCHkrgL5uakJHAANs86OXAeiulFrkprbY70qAZCyA1QDauqkpFwBcyHQ3bwWswcjd+gE4RPKKG9vQE8CfJK+SNAFYBaCDG9tT5klscsmjYhMg8SkPEpvKKYlPLnlUfJLYlKsKFZvKTeJmW9Q6F8BxkhPd3JYqSqlg29c+AHoBOOGOtpB8nWQNkpGwDiX/SNItdyiVUn62xc+wDa33BvCrO9pC8jKAv5RSDW1P9QBQ6ouxXRgBNw7325wH0F4p5Wv7XPWAdd2DKASJTa55UmwCJD7lg8Smckjik2ueFJ8kNuWpQsUmXUmc1E06AngYwDHb/GgAeINktBvaEg7gS1uVGw2Ar0m6vdS1BwgDsNr6Ow0dgCUkN7ixPWMALLYNs58B8Kgb22IPyL0APOnOdpDcq5RaAeAQgAwAhwEY3dmmMk5iU9kg8SkHEpvKNYlPnk9iUw4qYmwqN9sBCCGEEEIIIUR5VW6mSgohhBBCCCFEeSWJmxBCCCGEEEJ4OEnchBBCCCGEEMLDSeImhBBCCCGEEB5OEjchhBBCCCGE8HCSuIlcKaWeU0odV0otLsSxkUqpkSXRLtv5RyulTimlqJQKLanrCCE8j8QmIYSnkvgkSookbiIvzwDoRfLBQhwbCaDAwce2h0t+7IJ1t/pzBb2GEKLMk9gkhPBUEp9EiZDETeRIKTUTQF0A65VSLyil/JRS85RS+5RSh5VSA23vi1RK7VBKHbI9OthO8QmAzkqpI7bjRymlpmY6/zqlVFfb1zeVUp8ppX4BcKdS6iHbdY4opWa5CkgkD5M8W7I/BSGEp5HYJITwVBKfREmSxE3kiORTAC4B6EbycwBvAviRZFsA3QCMt+1aHwvrnaXWAIYBmGI7xWsAdpBsaTs+N34A9pJsAeCa7TwdSbYEYAZQmLtWQohySGKTEMJTSXwSJUnn7gaIMqU3gAFKqZdt3xsA1II1QE1VSrWENVA0KMS5zQBW2r7uAeAOAPuVUgDgA2uAE0IIVyQ2CSE8lcQnUWwkcRMFoQAMIXnS6Uml3gVwBUALWEdxU3M4PgPOo7yGTF+nkjRnus6XJF8vjkYLIco9iU1CCE8l8UkUG5kqKQpiI4AxynYrRynVyvZ8EIC/SVoAPAzAPqc6EUBApuPPAmiplNIopWoCaJvDdbYAuF8pVdV2nRClVO1i/ZsIIcoTiU1CCE8l8UkUG0ncREF8AEAP4KhS6jfb9wAwHcC/bItjbweQZHv+KACzUuoXpdQLsFYy+hNADKxzuQ+5ugjJGABvAdiklDoK4AcA4Vnfp6zldi8AqGFr05zi+WsKIcoYiU1CCE8l8UkUG0XS3W0QQgghhBBCCJELGXETQgghhBBCCA8niZsQQgghhBBCeDhJ3IQQQgghhBDCw0niJoQQQgghhBAeThI3IYQQQgghhPBwkrgJIYQQQgghhIeTxE0IIYQQQgghPJwkbkIIIYQQQgjh4f4f+JRLz8VDzVAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_classes = 3\n",
    "x_train, y_train = get_data(num_classes)\n",
    "x_train_adv, model = get_adversarial_examples(x_train, y_train, kernel='linear', model_type='LinearSVC', attack='CW')\n",
    "plot_results(model, x_train, y_train, x_train_adv, num_classes, model_type='LinearSVC')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.5 SVC, linear kernel, binary classification with Projected Gradient Descent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_classes = 2\n",
    "x_train, y_train = get_data(num_classes)\n",
    "x_train_adv, model = get_adversarial_examples(x_train, y_train, kernel='linear')\n",
    "plot_results(model, x_train, y_train, x_train_adv, num_classes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.6 SVC, linear kernel, binary classification with CarliniL2Method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_classes = 2\n",
    "x_train, y_train = get_data(num_classes)\n",
    "x_train_adv, model = get_adversarial_examples(x_train, y_train, kernel='linear', attack='CW')\n",
    "plot_results(model, x_train, y_train, x_train_adv, num_classes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.7 SVC, linear kernel, multi-classification with Projected Gradient Descent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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mMz8vbnbdxs4pFApFe6Jkk6IliLUFHZ6HJaGw5QaG0sLkVhkyalFlt3YcZaUmN1xbzrB0G9NPSmdrwAxn/q6sNLn26nIGunT+e2IGRSFTZQVXhFGKtSIGVc+6c9JW5WZqrUAtPadQKBTxULJJsbPQ2epZK7af1pbDuuO2CkpKTF56JZ2eqTo9ifxd3HNXJYWbTd77KINe6Tq9UH8zighKse6iqHrW3QdVbkahUHRGlGxSKDpfPWtVdsuithyWXRMEW1AO6/PPfMz4yMeVVyexy6hYQ9O33/h45y0vl/4jkXHjHO01dUUXRvktdAJUnLWiIVS5GYVC0RlRsknR1egucdaK2FJZlS0oh1VUZHDLjeWMGWPjkr/HlootLTW54boKho+wcfkVKoGiIj5Ksd6JUfWsuz6q3IxCoeiMKNmk2JGoetaKxtjoMTBDsceaKoclpeSm6yuoqpY8+kQadntsOa3bb6mgrNTk0SdScTpFA70oujtKsVbUozO5NHV3VLkZhULRGVGySbEzokLadg48+SaBOop1U+WwPnjfx8z/+bn2umQGD4mNlP30Ey+ffOzj8iuSGDlS5SFSNIxSrLswKlvkzo8qN6NQKDojSjYpFBE6W9LX7lx2y++X3HVtJcnfgVNvXjmsTZsM7ry9gt33sHPeBQkx54q2Gtx2cwVjxtq5+NKWe14quhcqeVkn4eCEVR0uCNNzK1vsplSd27A7lEpg1j6ocjMKhaIzomSToquRuKGqVWFp20NjZbcWFvXqdGF7XZ0nHvOwYkWIl25OZ8ze9iazgkspuf6acowQPPxoKrouYs7ddEMF1dWSx55IxWZTLuCKxlEW652cziawu1KcdcDlpbxHEQGXN+b9jsDhc5O6NVstXBUKRT15tCPlk5JNih1FV4mz3l66Wpx1sddkYVGQYq8Z874j+P23AM8/V8Upp7k54EAnmW6Nsdn2RkttvfGalx9nB7jplmT69Y+1N37wXo17+PXJDBqsbJGKplF/JYq4dPd61tFlZAybgZQSm2FTJWUUCsUOpW6Jq7y/hlGwy3JV8kqhaCN2lnrWO6LsVnSJK58hkRJcNkGoBeWuWkt1tck1V5bTs5fGzbc2zxtz/boQ991TyT77Ojj9zNi51bqH77lXffdwhaIhlMVaoahD3TIyUjfBJlVJGYVCsUOJV+Iqf+wSVfJKoegEdGdjBFiW6uuiSlwFTQhJ8LSg3NX28NADHtatM3j40VSSk5tWbwxDcu3V5eg2ePCRVISIdQG/7ppyDMNyD9c05QK+MyKEOFwIsVwIsUoIcUOc832FEN8JIeYLIf4UQhzZVJ9Kse5EtGZncXsTmLV1PeudYZc3XhmZaFpSUsaTVkrB8BV40krbanoKhaKb0pRsAiWfFIqm2BH1rBvLZ9OcetZdwR18o8fACDR8vqlyV9GsKg3x3govq0pDTV8M/PyTn1emV3Pu+QnsPdHZrDbTX6xm3twgt9+ZQq86a9fX/+vlp9kBbr4tmT59lXPvzogQQgeeAY4ARgKnCSFG1rnsFuAdKeU44FTgX031q/5augFjszc1S3B3ZuSAvA6Lp4pXRiYaw2Y0q6TMkn1/In/skvDnPgtHMnL2pDaZo0Kh6H40JZtAySdF90KsLWiXPCyNuYMnFDZuYOhMdKQ7+Io5QUIm0IB9xW80Xu6qltt/KufVZRGvm7NHuLlzYmqD11dWmlx7dTkDBupcd0PzXMBXrgjx8EOVHHKok+NPcMWcW7fWcg+fvJ+D005XuSN2YvYAVkkp1wAIId4CpgBLoq6RQErN+1SgycRVymKt6HA6OiNnS4kuI6P77dbPKgopZfyGUXjSSq1FqyD8yh+7RFmGFApFq6lX4iqkQx09W8knhULR0WzbZvDgLR7yfrdKWzkkcdZOTfezqjQUo1QDvLq0ccv1PXdVUrjZ5NHHU3G7m3bZDgYl11xZRlKi4N4HUmJcwGvdw+0OePDhWPdwxU5HHpAf9XljzbFo7gDOFEJsBD4HLmuqU2WxVjRId05gVltGpqh/Pksn/4ThjAh1m2HDm+JpNAtueW5Rg8eTytLbfL4KhaJ7EF3iKuj0s/CImYT0YPi8kk8KxY7DWWjHnxts+sI6dOWyW1JKbr2pgspKk9evzqTEb3LmbaXoR4IRpWW4bJYreGMZuhcUxf/uFhQFGZxeX2X59hsf77zl5dK/JzJuvKNZ8332mSr+/DPEM8+lkZ0da0F/8T/V/DYvyGPTUsnt2fVDGzsjHsPZgaENP2YJIX6LOvC8lPL5FnRwGvCylPJRIcTewH+FEKOklA26jimLdSdjR8RZtzU7Q5w1WNah7HV9kFrsNqupmegBW6OluFILs+P2mVCa0qoSXju63JdCoeg81Ja4SinKrOcabmgGQYev0VJcDcknLaC3uISXkk2Krkhni7NuDq1VRmZWt2+VgBkf+fjyCz9XXpPEgIE27rq2krQigaizFAyZkkSbaLQU167Z9b0EAfqn6PXarSkMccN1FQwbbuPyK+OHvxR7Tf7cFCD99BJ6nFXCsnkBDn3Uw+89BEce4oSApMdZ1rnVCwLsd18lc7MExx3VvDhtRadnm5RyQtQrWqkuAPpEfe5dcyyaC4B3AKSUvwAuIKuxAZXFupvQWJx1em5liwV+de6OqefY0dS6XtYtb/PLqR82WoorqSydPgtHxsQwZqzP47e/fd7iEl51y+uocjoKhQLqy6eQHgINFh75TaOluOLJJyQsOXh2i0p4Kdmk6AyoOOsdR+Fmg9tvrWD8bnYuvCiRxx/1sGxpiLvuSebO9yrRjoEEl1Vu6+Shbo6Zsa3RUlxlq0yYA+yJFaYC7NvLzllfltRrV+2XyFx4+aF0nM76Ltu1pb8+fhXsa8Guw8RZJdgAV4XEd4EV+uL61cq4tseUEnQJzkqJf2oZW/+b0TFfomJHMQ8YIoQYgKVQnwqcXueaDcBBwMtCiBFYinV8l68alGKt2CFU9U1s8Y5xRyYwiyba9VIP2Pjl1A8x7QYmkeyWIZvlvrT4oFlk5ufh8LkZOXsSfReNpDy3iITSFH772+fNahdNdHmd2nYNXatQKLoftfKpIruY+Ud/jakbhHTLAlQbRx1PdtTKp+I+BSzfZw7SZhJyBptsV4uSTQpFfFrrDt7VkFJyw3XlBPySRx5P5c8/gzz7TBUnnOTivXe8pOQL3joyA68TEm2CY2Zsw2eAz4iYpD1B6/31s8vZM8fO1PNKoRwePSMZs5dG/xSds74sid9OA9vfIGdg/c2PYq/J9TWlv0I1BnG7H2qDG+v68Wo+qDUvmSqsulsgpQwJIf4BfIWVcu8lKeVfQoi7gN+klB8DVwP/EUJcieVLca5sIpGJcgVXNEp3eDg0h1rXS8MRalEpLofPRVJJOoY92KoSXvHK67SknI5Codj5cfjc2P1ONKNlpbgcPhe2oAPNaDx8J57MUbJJoWhb2rPsVnu4g7/1ppcfvg9ww83J9MzVuebKcnJzNXJzdf78M8Q996cytLedsdl2qkISo5HlpE0TXHV7OeXlkr8d72K/Pd0MSbdRHZKYjbRzOeKX8NroMZA1qXFOOhkCdUWcXVD07zSKnksDu4h7TrHzI6X8XEo5VEo5SEp5b82x22qUaqSUS6SUk6SUY6WUu0opv26qT2Wx7oQcnLCqxUJw37QVXaLOYVfHXZFkuVs2gKmZ4VI30W6ShmY0uo0VsgXjlsiJV14negyFQqGApmUTxJdPwhQYjsbbxZNPSjYpujqJG6o6vEpJaWEy6bmVHTpme5C/IcS9d1UycZKDs85O4L67K1mz2uCe+5K547ZKjp3i4sijImWsChaHCJo0uA4KhCQ/fxokPUMw+R929nl7q+X6HZSNtqsKxi/hFdwq8YcAO7z7Djjq6t5BSfb/lYXfxzunXMEVrUFZrLsRjWWcbI2gbyy+aGdJYBaPeuUXJOh+G1pQZ9Q3k3H43DFukiFnEGk3kVKihXT0gK1+cg4NAi5fvbHqldeJGkOhUCiiqSubhBSIoFZPdkTLJ8MZsmIZJei1JbzqEkc+Kdmk6Ey0V5hY0qb61tBaukOemXiYplWSSgh48JFU5s4J8tKL1Zx+ppv/vuolPUPjzrtTwtdXVJjcdUdFOGY6mkQbuHRgBlAN015M5cafKvEZUBmUBAEEODVwQv0SXkCpL3aDLxSS3H1dBQn/s9rZajSdoBPMZIEZW7bauidXw+cUipagLNaKHUZr4qx3NN4UD3pID8cwAugBOyNmTSR7XZ/worLWTTI6ntpm2Bj7xcGU9ixkzR7z6/XdUKmb6Bhvd0WSWrgqFIp6xJVNQRtjPz8Ie8AVIzviySc9YGPErImE7AGW7fdLvf7jySclmxSK+LRn2a3ZZUNbVQ1mZvXgVlWeqcsr06uZ82uQBx9OIS1NcPop5fTrp5OYIFi+LMRLr6STlh6x291zZyVbAxKnDv6ofhLtgjv2SuGjh7z89EeAM89yk9JPx75ExMRTu21w/4QUrn2iAvauP5+6pbhqy2k9/Wwaex3koOCwEMFrPKDDpufSyL64DICtL1ryrEdNErOiOOcUipbSroq1EGIdUAkYQEhKOaE9x1O0D52pnvX2JjALuLwxi8Doz0CTC8S47o+6QWVGCQmlKeF2DblJuioTSXLEF9h1S+DUnVtraOx+u/MiWMkmRWekMXnU1G+3IZljaiZb+68na33vRuWT1CXOqgQSAinEI1o+tYVsaup+uzNKPu3cdEV38GKvyUaPQahI8uD9lexzuIOhB9q47f4KNpYYXHxTAs/dV80pp7k54MBIqaqZ//Px7jtezrzYzeshb4zWETQkX/1ezU+Lg+Tkatx5TzKlfvBFuWbbQ/DhW5D8VAWOLJix2jo+5TQI1vS1a3ZkffrLAj/T3vZw6PFOjjraRbHXRNoFq15MC9fPruviHf259n2x12RjUSjsZr7RY9A7SW+0BrdCAR1jsT5ASrmtA8bZqVBx1m1P3dIw0SVlmlv+ql55G3sQqZusH7+I9eMXkbE+j90/ORKHz03eX8NiytmkFeSGy3RRJ2aoz8KRMdag6LmG9BBCCPSQ3qKSNo3dryqNAyjZpOhExORkqCOPmvPbjVca0F2awvxjrVwra/aY36h8MoXBwiNmYmomGevzKOkX2cCMlk9tIZvasp+dGCWfOoDtjbPuamW3WmO1ri1bZdMEVV6J7XCYt1uA0z8twdsXxFXwnKcaroDx+0TUitJSkxuvr2D4CBtGBcgfgSngsluW64AJM6uCMBV6pwk0TSNYZmD+Doy3+pjxJkxeb7l8b6yMxErPeBOOPAvOHuEOW6vfX1bNtXMq4Ez4IcHP7T+X884KL3ZNEIwq6dXc+7VrAm9IIgS49Jb1oei+KFdwRZi2rmft6aU3Gp/UkcQrDVO3pAw0Xf4KIu6PWwasY8lBP8bEDZX0K6A0p5DE8lQKdlle71zMeEHB8B/3InNjXoxSHW+uEhl28WxOSZvm3K8qjaNQdA7i/V4hIo+a+9uNds32u6otpbqZ8gkdQro1XlleIXu8ewzV6RWkFmaH5VNbyKa27EehiGZH1LPeUbTWHbylRJetwpBgg+A4IvWqalPGOKyPt8+r5KCBbjLdGrfdXEF5mck/r0zk1psq0TTYf4CDgy9zctPPNRb7Ghn0e7nBvM1+Hr/Zg7EHMbJJAgkh6wVQbYPBaTr/Oz49rFQXe01u+LECabPm5Dfg1aVeIFKm6/rZ5Uzq5WzU6hx9v2F3dAlBs/l9KLo37f2XIYGvhRC/CyEuineBEOIiIcRvQojfikvqVpZTtDVNxe7srMQrDdMYdcvGBFxeynsUEXBZgtrhc+NLjh8fvq3fxmaNZzNtpG3NqRe32FRbzdSoyNoWM5+6NGf8bl4ap0WyKSDrJ5ZTKNqKtpRPtaUBy3OL4rZtjnzSTA1N6uQtGxojn9pCNjW3n24sm6AJ+aRkU9egtSF0zSm7tT20xBtyo8eoryg0UsXXplnlrz792Munn/g4+9IEnnjLgz0N0tIED92dRmG1GbePZ7+q4pe/gkTtLcYtlRW0wfInU2Piqr/5zUfIT6PomuC7fD/F3oZ1jY0eI2b8hu5PoWiI9rZY7yOlLBBC9AD+J4RYJqWcFX2BlPJ54HmAMWPsjRbdVux8dFQCs3gxhY3RUNmsaDfFrPW94yYhy1rfu1njNVSapqm2hs3gj6O/RjcbdpvcnvG7CS2STam2bCWbFO1GZ5NP7SmbmtNPN5dN0IR8UrKp69NV4qxzXRpeP83WFkKmxOWFW2+uoO9RGi+nVmMcCejwtx4uMjM1di2Ov6n288sBbFUQXZggXqksewj2vcFD6RtWPLTXK3nmbg8cX6dDSYzluyooueOXcm79mQZdup3V4AsCDeyJhMz45b0Uilra1WItpSyo+Xcr8CGwR3uOp2g/WpPdsr1ojatXvNIwfRaODH8WhgYh0WhZmpAziGk3WHzQLAIuL+lbcslYn2cJ75pXxvo80rfkNjleY6Vp6rYlJBBGTcmckI6UEmk3682nJffb3UvjKNmk6EzU/b3WlUcN/XbbSj41JP+ammdrZFOT/XRz2QRKPnU027u5v6PKbm1PTp3mWq3fesGL/AgIggvrX+aCCIEWBEIgJCTZBS4dHtwnhYdu91CNZNPuJoaG1dAOr1d4Kfaa/P2YSlhFjNU6eSsY68GoAGaALgFfzTWm5f5d5rT+tevWq5aHHqhkw1ITZoCtZi4iBLb5VrmtRHtEu64Kgc+wXLrrWq6llDx4ayW2z6x2CZp1f5oZdX/7pio3cEWjtJvFWgiRCGhSysqa94cCd7XXeDsjKoFZ2xKvNMzgeeMbzUobryxNrZuiw+dm90+OpDSnkG39NpK1vjfpW3KbPV5jC8e6bWvnEnT6WXjEzHDsZd35tOR+u+vCVckmRWekod98Y7/dtpRPdcdr6TxbIpu2Z/ydHSWfto/OFmfdnmW32ptFfwZ5apoHDDhmlIsS0+Cnz4LY/HDOkARefK+afmka732YSUGVSe8knW8/9vHtTD9nXO/idb+vpvi0hU0TXHd3Kd5q4HV485dUftkSomKBycv/qgmzc8AYlx3vFyYrthpM2QIzTMjKEmz5IJ19b7TKZtWWw/rlZz8vv1SNyw39DRsvnZTOc296ePVxLw8/kMq+hzv5Lt/PHb+UUxWKnctGjxGjJL/9lpfvvwtwx93JHDLFxUlTi0neJnnrvUzKkSoruKJZtKcreA7woRCidpw3pJRftuN4imYyNntTgzE8XTWBWWOlaOqeiz4f73N0u6DDh6HFzt/UTExhUDB8BamF2aRvyY1ZsEbT1HiNEa9twOWt50JpaAZBhy8cX9lYHwpAySZFB9JS2dSQPIo+V9tOD9jqyYOQFqKsxxb0gI2ksvQWy6fm0BayKd49KQAln7oNbeEOvj1JzGZWD2acWBFbSiog6XFBKaYBNxQF+cwGE0wo/yPAmBUmnwP9+mlMeKYaHXjzw0yyEnSyEnQ2bjS4645Kxu2rs3x9CAbFjhc0JN9+G4SxcMXpiezV2022P8SR923DZgOnS2Aakl3H23nh+epwu9PSBL/NySbbpoXdvwEqK02uvbqcxESB3y959IlUKjabvPWwl8MPcjLlOBdCCA7o4+TmH2PnEjIliTbBwqIgvZN0vNtM7rmzkomTHJx1dgL33V3Jprkm/30jneQkjXIVV61oJu2mWEsp1wBj26t/haKWhmIMmzrX3D6lHptow12awtyTPgl/7rNwJCNnT2rz+4pHvXJfegg0WHjkN03eX2u/i50NJZsUHUV7yyZTM0kryI0pjYVNsmz/XwAlm7oiSj4pOoo567Zy2dytMeWopt7hxfVrgEAIftIhKWC5ZaetMNkIOAWwweR9CT/dmkzPGiu+aUquv6Yc/1DJooMMQj6sYNOoOGf/JmCq9f4JbxXbfjRY9GAIKcE0ocoj+ftlifz7uSpcbvD7QEqY/mo6Nlt9S/G9d1eyqcBESrj62iSGDLHxt2OLSU7WuOf+VGo2p3CZkPStoHRfSaJbEDIlJw91c8yMbeF77/2HjhDw4COpzJ0T5KUXqznrnARKeprs8/bWFpfsUnRflE+Dotm0V5z19tSQbCzGsLFzLekTDevBUPOqyi6N+Zw/dgmetNJW30NL6blyMPu9fBpjvzgYDUvxb+r+WvtdKBSK1tERssm0G+EyfvFeSjYpuiNibUHTF9WhM8ZZt2d28EpfkFfmrMJnQGVQhuOOgwYYJrhCkOa3YpYBdCANcEtL2U1KhKkXRdZur71azc/zA8hjIARWXLVObEm/HCLyCXhtmY+F+SGCQdB1mLSPg29m+rDZwOe1xjnlNDfjxjnqzf+7b/28/aYXhwPG7mrn4ksTefpJD38tDnHfAylkZkbUm/vvqaR0luQ/o9N47YgMPpmSxTsrvDH3vmqkwVW3J5KWJrj26nL69tW56KqEcOmt6O+osaziCoVSrBVdmnhlW2rj+ho719I+m6Kh0jbthcPnxu53ohnNu7/WfhcKhaJ1KNmkZJNi56K1YW2Nld1qaehdPFqTV2ebx4sRiFUQbZpg5u0JVDdxm3Yg+YvM8Oe1a0M8cJ+HXQ/QMWrsLwl+2Pqg9epRWfP+Iet4NFpfSEwSuFyCwUN0li018NXsqWVla9z3QP3vp6zU5IZrLRdwKeHRx1NZ8leIZ56q4m8nuDj0cFf42h++9/P6a16mXpTAQRNdjM22UxWS9Upq6QLGHejgvnsqKdho8MjjqRQbEpsmYq5T5bYUTaEU607OwQmrWtymtfE27Ypo+pKWUJucJF7ZFlMzSahKavBcU2VcGioFo4mGfy6phdkNnhPtVJmhJffX2u9CodjZ6ejfZ3vIplqXx3g0JpvaawWgZJNC0Ta0l9V6wy9VmHUKtRkmDDynAnsTeqMNGD2lxGpjSK69qhy7AwZm2pE1omjdE5DltV6Fj0ber3uiTmebLBfw8y5I4LVXvThdIIT1euW1DDStvpC647YKtm0zqaqSXH9jMr1761x9ZRnZ2Rq335ESvq6i3FLAhwy1cfU1EQXdXlVTUiv6nhyQ/6fBm697ufD/Epmwu4PeSTq+QOyXpMptKZqivetYKzopzUlgZg+FeOGpVwC45JIzefbZ19ACGpeccT5BW+yfTt0EZsnpMGx3wcDR4E62oWmCQJVkyxLJ6u9Nipa3TenN2ri+9cfOZ+9Re7PbLuPJTM5Eu1oj5DHYJT+D71Z+w5J1S5BSklaQ22SCnto+1xw1jz1G7snuoyeQnZaNzWbDH/SzsaCAn5b+yMJVCzFMg4z1eSSVpYfb25I0ek1Jo8/JaSQOcqI7NQyvScVSH/lvl7L5s3JM//bff92YxtrYxMbK5DTnWoViZ0ZzCnoelUqfU9JJGeFCd2sYfpOq1X7y3ylj04wyQp7td/Wr/c0tOfhHRg0cxV677sWgHoOwX23DDJhMKhvIr6t+5te/fsVT7WmRbPrroNkM6zuMvcftzZC8IbjcTgzToKyyjN+X/87Pi3+mrLKsnmwCyNgjgb6nZ5A5KRFHmg1pSHxbQ2z+rJz8N0up3hBos3tXsknRnUgotNZC20Nmoo3huS76Zjhw2iwtNWSkUuapYFt5Md6AL267liQxK9sa4IO715O9jxP74WlMHD2J0QPHkpKQTPr3z2MvXoVfSvyaSbK38bXKC/+p5vffglx7fRKPPOSBXSDtzDQc9irwBmNsKhLQdQ0hJRIJq0AUw0EHOfn0Ey9ZfVLZ9aS9mHDyBLL6Z7BS11kr/WQYGxkQmk+OsZovPvMy4yMfDgeMG2/n3PMTeOC+SlatNHj5v+mkpkUU8Ttur6CoyOT5F9NxuqyZSCl54OZK7JVgHgNGAOwuuGNCMveeV8mQoTauutra1Nu8ysD4EPTjwO20YrNVuS1FUwgp20bBaQvGjLHLjz/P2tHT6HS0tOQWNM81qLGd0NLCZF55/EX2WLEWgJBNxxYyEBLmDRjE1HMuqtcmoRAcLph4rGDAqMZN1OUbJXNfDFGWb31uTXyTWFuA5hAMvymXPienodkbFnYlFSW8/e3bLF+/nEmvnVhvsRnbMQy5ogcDzs9EdzXcZ2V1JR/88AELl/zJfi+fhsPnZuBFWQy6NAtbYsM7moHSEMsf3sLGd8uac5tN0ljW4e25tq34qvg/v0spJ3TIYO1Eqi1b7p32tx09DcV20vvENIZdl4MjveE95VCVwepnt7Hm39u2e7zs/ZPY5e6euHPrxwiGxzNC/LToJ2bMnsHerx7fuGwC0sa5Gf1gL5IGuBq8xjRNfl/+O+9//QF7v3ACDp+b5BEuxjyUR8rwhtsBFH5ZzqKbNhGq3P7NBSWb2h8lmxqmNWW3mpPzpbGyW40p1o3lqenTr4rJQ5LJSWnYbRygorqS9YX5BI1QvXPNUayllDx18RLylwe55cf/w5beJ+a8FghxzBkvAPD59PM4+OSnGfxrfoxzi9Rhw4Jslm8xOebIYvY/wMGC+SHKPDZOeuQkJpy8GwlFHi4ccVs9xfr55Xezwebljf+9wbr8daROh6MPSSIw+gj2OmsvdHvD360zVMYL57/Jsu9WYJqSr2ZmUVhocsqJJZx2hpt7708NX/vVFz4uvqiMf16ZyBVXRazVb7xWzc03VlhJ0l6tYs/DHEy7J417bqjg0499fDAjk9Fj7Pj9kmOPLKa83OTNzzKo0Dq+3NaAPoVdXj7FI2tEljzqlSkdMtare77U4d+hslgrmkCSEAxB0HogeG0NC31nAhxxniA9p2m/79TeggOutzH7SYNtKyRVfRNbrFxrTsFuz/cla2J9l0FpSkRUbExGSgYXHXsRr3/9OuW5RXEXrwGXF1+ah31uHkPe4Rn1zpvSjHEHT05I5pwjzmGGcwbeDzyMu3kgfU+t367uXBzpNkbfl4cr186qp7Y//lGV1FIommbwP7IZ8s8e9Y7X/X3aEnWGXZNDQh8Hi29pfR3ZvOPTGH1fL4QeKw/rjafb2G/X/eiR1oNfvl3RoGIdcHlJO8zBHvf2R3c2vrjTNI3dR+xOTloO8z5bT252Jrv9uy+2Zrgw5h6eSuJAJ3PPWkegZPtiCZVsUiiaJjNFcPSYNNyNGAdqSUlIZlifwawoWEMgGOtd0hyr9U/vb2H9MoMbf7waW3p9WWM6bMx49+LwZ0diIobLhuaLUuRNyLq4jI0LghQEYP2CAIelOFnQLxf3+7/zyfHjOHPSA3HHn7rL7fxn+d38ddNWfH6N66a6uXJWOokbF/HJmXsSs50nJVrQiFH0362CTYlJzL4cMjI1zjytlN59dG68OaI8Fxeb3HxjBbuMsvH3yyLrww3rQ9x7d2U4SVqaQ+PJm9OY+32Ajz7wccVVSYweY61xn3jMw4oVIaa/mk5KikaFiqtuM6pDjnZNzLejUYp1F8TUEjAcOUjNBUiE6cPm34yQ/ibbNgcpJYF1Gzm9Zw+WLFlJQtS5oF3nstPOqddG0+DgM2KV6o0rJEvnSjathoSNBqm9YeBkjQGTNHSHwOYSTPqHzjf3hvBsafk8Rz+QF6NUl86vZv2rxWz91oPhNWGUF/tNZUwcNZEEVwK6pnPGIWcw64O/8C2L7au23MuU/aaQNyGiHJcvr+bLdZ+wYO0CvAEvaUlp7DFiDyaNmURqorU7OuXAKWz0F9P7iEg7zxo/618tYfNn5QTLDJzZNnodl0q/MzNw97KsV0Mu74Fvc5CN75W1/OZbgSppo2hvNIcge78kEvo70F0aoUqDsoVeyubv2AzPvU9Mi1GqvZsCrH+thE0zyvFvDWFP0+l5ZAr9zs4kaZATgD6npOMrDLLq6ZZvfmVOTGTUvRGlOlAaYsObpWx8rxRvfhBfrwo8N65i8q6T6ZfbD4AR/UfgviCDpVfWt5RvHrKKklNXcflpl6HXLL5DHoP1H27jPeMVCis2Y9NtjOg/gn3G7MPQPpbHUt+efUm8P52UIQlhpdrwmWx8v4z8t0upXO5DswkyJybS94wMeuxvLU6Th7oY/1xf5py+FlnfMNbmKNmk6AiSB2hkjLFhTxaYQfBtNdnySxAjvnd1h+B2wvET7bjtlqwwpWRNkZ/lW3wUVYZAQE6ynb36SdKSrBJSDruDwb0GsCx/JaYZ61nSmHJdXODj/Ufz+eeX/8SdEVGqPRvX8doVX7J2zip6D3MTzEhjr1v3Zo+Re1gXCEHQZUMPhhAGIMH1c5A9pZX4O30LbKiS2AusjchjzngB07DmVdcnVguZXDTsVkTIxA38+6lqTGcg3O6tR49gnx4LyDVWoRMk66xK3L/6kAguGHU7WtCgNzBqppt/rPCQn2/wxtsZJCVZclFKyS03llNZafL6W+nYa79XU3LNVeXoOgweovPTjwGefzEN05TccmMFo0bbuPQflrfC778FeP65Kk493U1FH1VuS9EylGLdBTg4YRUzqwdj2HsQdA/GcPS0MjtEEUgy0f0bsXtXoodK2TdtRYsyRUop8a7cTNlPSyn/aSmBwjI+Bxx1xrGFDJ5685V6ruCDB0OPPjUxLKZk9oeS1QujB4DyfJj/usmqb032u9qGO03gSBDscqzOnP+0bDcwbaROr6MjO5QrHt/C6n/VWZAucrPwX38wa+IsLjnuEnpm9UTXdcb9fTC/fLc2fFltuZf0rDT23W2f8PE1b25l+e1FVA124T8ogM20UxGsZOl/NvLj+IeYetwFDOw9ECDGwl3wURmLbiyIWZD6i0Ks/U8xG14rYdxTfcjez5r7sOty2PRJ28RcN0Z0SRuzJh3m4oNmkZmfpyxKiu3GmW2j31kZ9D45HWdm/cdKxVIfG94ooeCDMsxAx4YfaQ7BsGtzwp+LZlUy/x/5GFGxg8Eygw1vlJL/Timj78sj729pAAy6JIsNb5YQKG6ZfBp+Qw5aTXxkxRIv885fH9OHa1MKa97x8vjyxzliryM4bM/DAOh/dA4FL3io+Cuy0q/97V44eSoOu7UpV1xWzB+nFRBapZM9ZBhbDtqC9MOiFYv5c/kiJo+ZzPEHW+7BmbtF5KRvS5B5567HsyqyCWsGJEXfeyj63kOvY1MZ83AeQhOkj0ug59GpbPqovEX33lKUbFK0KwJ67men3xQnGbvUl03BKknB/wKs+8hP9SaTxA1V21UCtLE4a2ehvZ47+ITBOskJNRtwIZP/La1ga2XU4kFCYUWQjxbBPv3WMqhnfzRNw+Vwkp2ayZbS5m38mabk5ZtWMv7ECWQPrrEWShNz0888dOAMAl4TM2QSCkg2zMynKLOAn/b9icB/LuS0C98CwB0sp8ePmxGmVdu6ZnroQILHUo6Dbjvl+VvYpdzHOh1wwLhLYPUTYDdrqpeGIpsBuinRvUGCbjtl64s4JfNNS3mvPU8QIQ1sfqDGah502ykzM3jt1XVcMDWBvfaOhNp8/JGPL7/wc/1NSQwbHvGwnP5iNfPmBrnsn4n86+kqTjzJzcGHOLn0/8qorDR543FLCa+uNrnmynJ65elccm0ih326DZ8BPsO64etnlzOpl1PFWSsaRCnWXQAJ+BPHEEpoRFEWGoarL4arLw7PQuzelU33KyXeFZsiyvSWctA1kncdQNLhB+P6dT6s3kA1kRjrhhgVFVP952xileo6VG6GX54zOPAG68+v926CBW83Od0Y+h3jDL/f9Gl5faW6hpGzJ+FZVMoPv/zJSc/moDs00sYmkDLKRcVia/FaW+5l4qiJYVfv1RtWM++ZfFJlNj1XDiYzPy8m/i8wbzwLPt1E77f74ki1hbPyVizxsuiGAmQDX5Xhlcy/LJ99vxqCu6cdR7qN3CNS2n3xWnuPZlSNidqSNmrxqtge0nZ1s9u/++LIaPhxkjLCxai7e5F3fBp/XLxhu12MW0LuESnhufkKg/WU6mhkCBbdWEDSUCepu7jRHBq9T0pnzXPNj7dOG+cmZYT1mzK8Jr9dtCGuYj5y9iT6LhpJ/swiCq4qJu8Aq3xN39MzWHxzxAXdm+IhOyWbEf1HAFZIyvQPX6Z3xW6kUl8+1bZZu20rA06NdX1f8M+NMUp1XTZ9XE7iICeDL80Oz0XJJkVXRd+8iV3/PYSciQ2HsNkTBf2Pc9LncAfz769i6y9Nu2gkbTIajbNu9vw0GNU/0s/Pqz2xSnUdKqs9bNy2ib49egOQ1YBiHc9q/d3rm1n2azlnv3pA+Ji9egnTr/seT2kQ04B9T+rB7He3omnw0PW788KDK3llwZskvHsJAAnFZUwdfkej9xTQ4AB/KUHgNwOSHWCfCbOA/Wm4EIHNGyT4lFmvgEzRc2nkTSiCKOODadf59PVL2PP/nuGa6yLybEuhwW23VjB+NzsXRtXYXrUyxEMPVnLgQU4++9RLTo7GrXckM6NGCb/h5mSGDrP+Rh6838O6dQZvvpNOqawpt2VExq4tt6UUa0VDqL+MLsBix0H1lGotsAV79TLs1cvQgsUx5wJJYwm6h8TtS0pJ0aKt/DZtDqsvfIKVV09n28dzcfbJps8Vx7DL61cy8M7T6HPicC684nzmDh3A3KED2PPhm8LvLznj/Jg+MzKgZ64lDo2QZMmvdcoTCA9b+xYQ1CN1SYtXSbatsnYtNZug/8Tm/ynakgS5+0YelGv/E7voDbi8lPcoIuCy3E+TytJJndWbws8rwtf0OSXiBuWuSAId9hy5Z/jYt799h7u84XIvDp8b9+p0Nr5dFnN87UvFMUp13bmApVxveK0k7lzaC1XSRtEepOziYveX+8Uo1d5NAdb/t5hVzxRRMKOMUHXk7y59XAK7T++Hnthxj57o39f610rqKdV1f6PSgHUvFcdt36zxovIsbPq4HP+W2IVy9HhJZenkLRvKhn9FlNdex6TGfD/uiiT2GLN7+PPSdUvZVLKpwd+uw+cmdWs2658vIzo5afliL6W/Vzc4l1rWv1KMWVPfNn1cAsnDnLQnSjYp2gNhg/HP9IlRqs2gpPDHAKve8LH2fR+e/MjDWncJxt+WSPbuHWdvGtJLw+201k7lVZL5f8X+1kLBKqqrNhEKWvlnFhb1oriilGDIkilOu4OUhPh1sKM9FgvXevngkXUcOHUUCVk1CYJliEUz5vDbF9sQmmDo7sn8+NVW6AWn3DeAZb9UsPDtEgbbq9FCZQCcsedD9eo/10UEgryeDzOA/YAJHpi/CA40m7bkTTimNPy+2GuysChI2oVliGCszNaCBkedO50LH56Myx3J9n3DdeUE/JJHHk9FrwnDCYUkV19RRmKCICdXY81qkwcfSaW6SnL7rRXsNsHO1AutgMeffvTz6svVnHdBAnvt7VTlthStQlmsOzmb9KGssUcWVbp/M46qhWiGJ+Y6Q08lkDwe025ZPQJJY0lwrqTa70WakqLFW1n/zTrWf7eO6i1VaHaNXnvmkXPyAbzyw2KEaXLNpBE8cv97APzz1lMI2mycc+UF4TFq3zsLY/9ssqISuResBl9UDrJSxx/kJ7+NkDqkGAzOP4ns8nEArP9VklUTRpfWR7Cxmd9JUl8rRhvAs8pHxZKI22RjsXqbZpSRd1waYFnQanH43Oyx6FCS3NZCrspbhe2l7LC1pLE+t/yvgoEXWV+AlJLCLyLKe2PtCmaUhd1To+fSXqiSNoq2RnMIxv+rTzgDfqAkxF+3b2bL/ypiNpdsyZvpf04mgy/LRmiClJFuRt6Sy6IbW58YrCVE/742zSiLOdfQb7TwywpG32+iOTQSejuwJWvNzpIdM97HzRuvbIGX6g0BEvo60N0aif0dYXdwh8/NMD2SufePJfNjfrsN9enNDxIoNXDWbHqULaxu1lwCJQZFsz3kHGTVg00e4aJyedvk74iHkk2K9mDQxdlkT44onetm+Fn1uo9AWURRWvpvH1njbexyuZvEXjqaLtj1pkQ23Rwi4InXa/Norjt4dlrEPrtsoxETj1xavJj8tZ8ghI7EpE//Y0jP3AUpJWWeMrLTrHWH2+mioroy7lizy4YyKXk5029Ygc2pcdQ/x4TPmRUF/PfmpbgSdaSUbE31IS8DIeG9wHq0/0KfEYkcfWkfpG8DgaS0Bu9XAoEUFyIQAn8oHFit2cAVAlfUdQYRi15DaW4/XuXl+h/L0SR8sBn2rfGedyQJZFS+NnuPnlCz/Hv7LS/ffxfgjruTGTAgskZ99pkq/vwzxBVXJTHtcQ9nnp3ApH0cnHd2KcEAPPKYpYRXVJhcd005AwfpXHe99XdTtM7A/BC0KZDgUuW2FM1DKdadnNUxSnUBzopf4goj3SjHVfYDvrTJmHZL4KaQxA+Pfcf6b9dRXVRtKdN79WbcxbvRZ3JfHEkOLrrke8YvtVTar8+ZFnb3nnb325x+6f81a46OKC8rb0SvJCQ85Ce/jRRBpLAk46o+75LmGYLdSMJbGuVe0wLd0uaOfAO+KGtQU7F60dfa6ljMehUNCL83CjRylw9uVp+hqigNQhKOH22qnX9r9Fx06wnTzqGn8VzaFYrWknNYSjgRX7DS4NfT11K1un4N5FClyaqni/AVBhl9v1X+ptexqSx/eEuHuIRHZ8L2bW2+vAiUGLhyLTlhS2y+Ym1LisiWlsmnIAl9HeHxokkgYr0d8N4EKlcazepTRll6jChXyibl05Y68qmdUbJJ0ZZoDkHfMyOeI6ve8LHi5fgZyrb9EeLXqzxMfDIZdw8Ne6Jg+JgQf/7c+PK4LdzBHbbIWqaqxpOmtDCZ5MxC8td9isRA1uxS5q/7hOSU/iws6kVueuT3qWuNz+Hfz/hZs6CSqY8Ow5XqojbCe8msTfiqDIyQZPeTspg3dBvYrWVI0DThIDhl/ABsDo2QaXm0vDrvZi4aegvCiF2sbJg8hM9em8o+R02jYNEmpgB7TNTZ+3cDV5TDTkhA4S46W29JYfyppdQl/6dsir0m1/9Yjq/m0XDMqTDjDRjm0ql4MZ3KIyrps9sAPnl9KonC6mNjfoh77qxk4iQHZ50dSbe75K8gTz7h4Ygjnbz/npe+fXVuvDmJN9/w8sP3Ae68O5n+NUr4vXdVUrjZ5L2PMnC5BYGA5KoryknfqvH2MRl4bB1fbkvRNVF/IZ2YcpFNSa2lQpo4PPNjlGpXMEhWVSWumlJY0jAonDM7fL5HbjYFswvIHJnFPnfux8lfns6BjxzMoCMH40iKravqDoRIrvbjDrQ8BWwwqokrKudHQC+xLNVRCKnhc1jC0JUSOR5qgUHE8EWEeowLak2sXjS1sXoAjqikSqGq2EVytLuqMz2yU9BUn1q0kBWW+1mz5pIe+V5C1Wa7K9W11LqJqoWrYnvpe3rERXrtC9tilOrUJC9D+xaRmhRxMd74Xhmlf1hW09rY5Y4g+rfdXHkhbGBP0+P20eR4VdHjRfpoUiZEza3ueEbU58SkiJBtqs/oUl+aXTS7XbSsNKo7Jh5eySZFW5FzWEo4iaJ3U4CVr8Yq1anuKobmFJDqttzr/CWS5dMjsqrvUc6GzaltgLPQWmMEQ5EHf61LOEAgUI4MxsoAIXQCAStkpCwQqddcNyt4NKWrSljw/B/0O7A/ex2SwdFnfcmUk57DWVrFo5d+yOaQZK89k7n7421sfQy+eBUS/fD5f+GLt8CdVeNmrVku6odf9F+MOHWm+85aiWtrBSOXbOZAIM0BD66G5DrrOpuEjA2SQWfWV6oB8g7fRkFpiBmvWHNI9MPHb8CEzZCYIrjrjgqI2kiwyQCmKbn26gqEgAcfSUWrKWXorzRJOr6YLzXItkt+32CwvMSgdHWICTdV8Eu64MxTLVnzzUwf77zt5eJLExk3zlobPzXNw9IlIe5/MIVBPW2MzbYrpVrRLJTFuhOz2TYs/F73F6CZkYfDwOKtTF63CkMIhGHy4IIUHn2lmvKiIFf+bzz9duuHzWHj3M/Po8xfUa9vKSVlq0s5a0AOf8xfS/RSJmTTufqmE6Es/rz8ucHwgwGgJBIuTN5gcLgg4AOHkYEUsYsyKUxcAWtB3Wf3iJCq3Nz8WtZVG01MQ6LpgpQRLhIHOahaHWgyVq/nURFN3rs5RO8T07Cn6ciQxF8UIuQxsCXpODNtZOyZQMmc6ib77BHlaiaEoMdByWz5qrLpuRwdeTBWrW4/N0uFoj1wZOpkTLAUPDMkyX+nLHxu//GruOL0WYQMDZtu8vgbk/nhD8sDZMObJaSPtywKuYensObfzU8K1lo8K32kjbXG7HlUCutfsQRWY7/RHgcmo7ss+eTbGiRU0XzF2rPKT8pwywUn97Q8SsusBbvLkYZpi91BM20SV/oQkkanhMt8mUFJwp65pB8i0OyCQKXE740sJnNPymHz8uQm+3T0TYpR7FPGpyAH6E2203skkbVfRK5VVqciB+yk8c7FTV+i6HrkHhZ51ue/U4Y0I4aE/Yct4spDZhAydWyawWNfT+GHFaMpnBUkcImJI0XDnaOR3t+kdG3rd7wbcwevpbgy0v+w3hq/LLXWSyW/eiEhVuZIaeBwpCIE9MuM3I83EN8SbwQNfrprNo4kB3tetze7XzSL3AVbEaIoXO4qGZg1pxKBldn7kDWw8TFw1Czbht24gW+mjybkjISimIbEp2uEdI3EKEPMeRPuhZp+CoJQtsVAo77NIKHCDB+rey6AzsjLgvRaZ33e+JilnGuAnBPiJQkJTgPx82qOOeMFPvvv4dz8fCK//rKFBx9OoXfvqM3Qw7cxoRpsNpg8I2ApO5Ww55ElBABntcR/YRnLn0zjxusrGD7CxuVXWHJuwfwAzz5TxQknujjk0PYP1VPsXCjFuhPjFxHLhB6MLEBdwSCT163CJk1sEhBw9chyvt87ncEH9KD/4GpEIMQxZ7yAP+Dn0bv24R83fgvA7f83ntWzNrD+23VUrC+vKakVO64tZPDofe812xW8qAi2bZNkZQlsDsGw3SWLZoNNJtGn8pRIjDVWjLXdSCK1N+SMrKk7aErW/tT8hWugXLL15yC5+1oPlwHnZbH4lk2Nxuo5MnV6HZsW7iP30GR6Hp4S068RiMxhwAVZlMzZ0GifulvQ57RYq9uA87LY8nVlo+2EXdDvrIibWv478XdvFYrOijM78uioWuMnsM1aYKUmebni9Fm4HAa1WW6uPH0WC1bkUe5xUzI3EufrzOqYx8/Gd8vCinW/szLY8EYpMigb/o363fQ/LzOmfS1yQF6T4+XP1ul1tPW+96EOVr3mI1gpcQQS2WXBFP7adQbC1JGawS4LpuAIJDLghEjSIilh3A0Nl/vJmWQnoadG9Waz0T77H+dEaBHhnrGLneSBOpVrjEbb9T3Ogc1VU+VgtUH5io7L4K5QtAXR8qlkThVgrRVS3VVcecgMXPYQYMmsqw6dwYL8gZR7EylbatBjT2tdkub3UUrjifu21x18xUaT/cdInHZBRrLGgFyN1WuqKHv5M/TRSZgH+awYa2nQp/8x2OyJDMh0kui0xqwOmFRUxY+vXjR9ISXLi9n/oYNwpVumEyklDl+sV2KtiaS2bFZazT6/3ymw6QLDlhHO3fPxaxdw7JkvAvD59PO4pO/1QKxxX2LJsAWalbBMr3NORF0vgfx9BpO1ZBNIk3e+2ZVhh/1OLwMSJCSEItdpEtIA/AbBGstx+eqlvP/IOkbvn076MSOZWW31vHpBBZM3FDJIA0cdJ0xbzSsoNIqNBP7vRpOSUskl/xnFbCOJQInB3VcsICXbweTrd2Vm9Y5Ukwp34NiK1qIU606MjBJXwx1bWV2zMZkU8GEKEbPdp7t1LrujL9sSkwnY4MgzXiDv59VIKXnsyDfRAwbSkFz0awFHaYKc8bmMOHUXkj4vQCwvwEvTJbUaY9FiyQH7W/Mdd4CgtFCycSWkB8aTXDKUgF5CekEqdiMJdwZMvDTyp7dpocRb0lDP8Vn/SSCsWPc5JZ3yxV7y3yqNG6tnS9EY/2xfbAkRC3n0grMW3RE53+OAZAZfls2qp4ri9qk5BbtO64Orh/VYklIihCB9twRG3JTL0vsK47YTNhjzUB6J/a0HdshjsOnj9i1no1C0NdG/Hxm1J5aT4SFkaESnjjUMjZwMD+UeN5hRQquDvOo2fVLOsOtzsCfrJPZzMuahPP68rgAZlPV/o343w2/ICVvjpSHZ8LOjWQp1LcULQnjyDZL66NgTBbvdkchvt3oIVUPPzaPJLB6I112G25uGI5BIv+Mc9D4kYoHS6+501kHTrT7nXO8hUCbj9tlzPzsDT6yvFIy/NYE513nwFcVvl727jaHnRCw06z9R3jSKroeIki0ySubkpJQRMnVqlWoAw9TJSSmj3JsYI8virRFaSnOSmC3ZYDJukKV+Hjbexn9em4VR7iFn8t/JGmMjECjH4UjFZk8kK8nG3gMjm24rtviQceLIti3dxqKXFzLwyMH03a8fAE/ffyCPH/MWTn8z13gOjf89vRsB125MOek5wFKmazEcOtN/uzlsqY7muENHMOvrpWxxaiT6GzaaBFJcfPLmhYQSLVm1+Zcf+EdRkC0OAYGGvQX0oMH/ph3FpL2f4FPDZPFtg8IlT/1eg+nXr+T1XAcrKg2oin+/pl3w0FHZzLthJcdd0Y8+wy1r9UdPrKdwjZcrXtyFhBSlIilajvqr6cQ4ZMS6U6b1BKydSY/DhSZjhY4uJR6HtSAybBFrqMMXonbJVi0grX8aJz17RHgH88q99mPa3VYR6WtuPDEmK3hL3OSWL4cxoyWZmQLdJjjoDFizEJbOkWzblIQtlERyssHAyRqDD9RwJtWUQvBL/vq45cp88YIQRfOCZO9uKbaj7u5F9n5JrH+1hOJfrHg9e6pO3mlp9D83I5xkqRZpSop/qaJymQ/NqZE1KZHEAbEL0SGX9yBj9wTWvVzC1u/BsdWNnqDR69RU+p+XSdLAyPXbfvSQva/lPtn/3ExSx7hZN72YLTOtdppT0PN4q12tmyjAqqeLYuInFYquQKAksjBNHBDJmr2lJAmbHvv3rOvWcYDUMe6oPjrGEmpUm6x6qogRN1kr3F5Hp5I02Mm6l4vZ/Gm55dHSezA5h9sZcLyT9F0ij8V1MwL4ilroDiph+Us+drvdWgBnjLaxz3MprPvAx8b/BaEqEUcwkazxNvpPcdJjr/o1dqsLTbb9FiTkkyT10cmeYIuJl04eoLPvv5NZ96Gf/C8DUJaII5BI+i46/aY46bV/RN5VrAmR2EtHdwkS83T2eTaZ9TMCbPjcD8VWu9QhVru8g+zhcSrXGRTMrJ+MTqHo7PiLI/IpbUwCZS8XIAfksaUiDZsWK3d0zWBLRRpCg9ShEftqoKxjnsvzVoQY3tsqu5XgElz88GH8dswuLNd6U1YM6bmJpLp1RuS6GJrjQq9R+Kv8Bks2e/GHegEwNtuqsmD4Q/x0xyzcmQnscVWkhOg/bvwWW7D596QF4cArN4J4k7yfVwNwwajb0QIGUppM3OdBxq6NH8rzybfLWT4uD8fSzU2MYXDU2c8z4/3LAOi5937MHTcPx9JNNJZ4RoRMzh/zKH4TdLtgxO2r+OqFUQB8+Nh6tqzzsmRUEnpZdYN9aAGTY29Zyaejkzj8Qqsu+Ip55cx8eRP7n5bLLvt0TA4Qxc6HUqw7MbnGalYyEYAC2wicYi1CBvHZ7czqP5jJ61ZhCoEmJd/3G8SsL8v47Tsf5/w3h8+nn8cFo24HbzDSYaKdl6Yfg8sdWciF7Dp/v+v08Ofo93Wxh0K88NQrAFxx/Hk8+Zb1/pIzzieIjU8/kxx/DCSnCzRNMHgcDB4nCPgkpgGuxNgFpBmS/Pq8QXl+676f+fdWsefDSaQOsf6Mcw5OIefgFELVJka1iSNDj7vrvOnTclY+voXqDVHfjYCsSYmMvL1n2JoMkLl3Epl7J2H4TUIVBvZ0G5otts9V/ypi1ZNb2XVan3BsV/r4BNLHJ2AGTILlBvY0W0zyILBq6q59UQX5KboevsIQFUt9pIxwoTs18o5PY/0rJZR73Dz+xmSuPH0WhqGh18RYl3sshTq6xnPR9/FdGNuDddOLSehjp99ZlktjynAXYx7IY9Q9vQhWSGxJop6luPDHAMue98brrkm2/BRk6b+9jPg/674TcjVGXprAiIslgXKJzS3QXfVlk7fI5K+nq9k6JwRRa2BXtmDImS76HBGRTc50jWHnuxl2vht/mYnuFDEVEwA8+QZzb6gibbjO+FsT0ewCR4rGkLNcDDnLhb/MRLML7Imx7bxbTObd7MFUerWiC1L0faRcXJ9T01n3svWcLfcm8tjXU7jq0BkYpo5eE2Nd7k0kZ6IdV6Zl6vaXmZSvNKBn02Ntjzu4s9COJzfIR78EOX6iDadDw5noZNIRg5gEeP0STc/AaYt17/EFTf63tAJ/VPKzhUW9GJu9ifn//oPydWUcPO0wHMmxxgIzZFKNFf6n1zQ1dYGQIEyJqQkCSU70YM3mg4jIBbs3GF5PVgPlG4vD3gDxVOCEjGQQWwm6dUy7jt3jD48RTHKiBQ2QJnqoBBEsRdrTa9olgdDjtkMTiJBpxYSbkAAEozYcl/1axjevbuLAs3qStM6S3UGXhhY0qd1PkToYdo1QwMSUcP6DQ9FtAl+VwfQbVpDV28UJ1w5AoWgtKsVdJybdLCDF2AKAIewEEkeFBdiazB68MWo3HizsxV5Pujlsv1W8cN0KdjvjEACOPG86Wp0M33rQ5LIbvm3++LmxC98XnnqFPVasZY8Va5n18J3svnY1u69dzbOvvwSAxwOf/UdSuC5WzDpcAledhVt1iWTW4wabF7Y+OUioGn69xsPmL2JdqW0JGs4sW1ylOv/tUhZeuTFWqQaQsO3HKn49ZS3VG+qvJnWnhjPbHqNUh6pN/rpzMysf34o0YP7l+ax9cRtm1MNOc9S0i1KqDb/J8ke2sOTOxndzFYrOzIY3IvEbg/4vC2eOtcH1wx+DOeeO07jxmaM4547TwonLsg9IIntfy3ItTcmGNzs2t8Bf/9VZ9qIXI8rFULMJnBlajFJtGpK17/uYf091jGtoS1n7vp+FD1URrIqMJzSBM12Lq1T7S0x+uaKSrb/EKtUAviLJose9rH47fqIiZ5pWT6neOi/IL1dY7uJbfw0x98YqvEVmvXZ1leqSRSF+/mdlyy31CkUnYdPH5YQ8liaVNMhJ3zMiG3o/rBjN2S9eyQ3vn83ZL17JDytGo7th6LkRT7L8LwKYQZqVTLUpEpoIk3UW2tlUbPLcZR+xddXWmHNup6inVJdUhfhsURmlcbL1//R9iCVvLGboCcPptVds+Mqt5+/K94ZkbpabXLtGsYCqFBf/WX4PG/YbijcjgQ37DeWlxXdSMHEQBRMH8cnrU/l8+nmYdTKBB4A3rulHtrTeB4BTp/TDtGmYNo3nl93FJ69PDffz4uI7Y8Z48c8b2bxHBoW7J/O/f43gz9ffZeEnCwEabffCwpsw9Vh5ZdoF3zw5Ap8nxMs3raRHfxfHX92f//1rJIW7p1C4ewqv/7wnvnQbvnQbr/28J8v6uvjehFeu7U/PQVb+jfceWktxgZ/zHhiCqwNKDCp2XpTFuhMjgEG+ecxPtDLhhNyDrKQQb3/LNy+vZ8MSD2aNbM0ZnM6Z/zqFPhOGR/Ug8Tt1DLuG3gIXoMaRJARDUFPiy2uLtUJ7PfDFS5Ks3pLhuwsG7AK2mkWrNCVFKySrvzMpWCCRbeAJanhhweUbWTW4iD6npZM3JQ17akQoVq31h128gxUGS++NVWYDLm9MDHSgxGDZA4WM/1dfgLD1OzrRkmeVjw1vllLwYVlsbVsTlj2whbXTi+lzcjp9Tk7HlRv5fqrW+8l/q5SN75cRLFUJgRRdG883hRjXZqOn2HFm29nztf4svLqA8j+9lHvcYSu10KHXcWnsckfE/LNlZiW+TcGGum5TouOj17ztJ/+LAL0Pc9D3SAeJeVHlsIpMNn4ZIP8LP75tbaNUFswMUvhjOb0OdND3aAepgyNyJFBhIjSw19S9Xv6yL0aZDTiqYuKfAVa87KPXgQ7c2Vab2ljuWkLVkk3fB9jwSYCK1bEypuTPEN+fXUHORDv9jnGQMSay+Wj4JJtnB1n/iZ/yZUo2Kbo2RrXJ1o+20evMHABG3paL/sgW1v3gwgxalutyr/WbSuyjMfbaBJL7W78jIyDZ8GnH5haonruA4ndn8axMZPQ5BzJ2oMaAHC1cOsowJfmlAZYV+thcHpGbtqARDuW78opjeebWN8Bu44YTjkIPbuOKa2YC8MTtk7ns8q8wHRpn9U6heMEWsoEhB/bj4KrNbJ5+KmlJqWiaZhlkJJjSRA8YnDv2DhwVdcqVAWc9tJb7BVRIuOSCXrz/4noqrj+Mw68/wrrI8DLj7QtAs9ZAM96/BC24Dbt3NXb/N3z9/BAASjb7eeP25fQetpE99tqMkTSYGW+fD5ojql0JNt8ajj7zGUy7QI+qo233GJxy4DyO2z+d/xb4GTg2iZ90genQwu7hWsBk2yhrU3dbcYDNq6tJTNU58AzrmbR4dik/vFXIoefnMWRCpGKLQtEahJSdZ1d6zBi7/PjzrB09jU5DwlYvmSsq+HLs2azKHRc+HqgOMP/D+RQu3Ujv4YmMPWYstpScmIwdjrKlHH3O25QGE3n6/gPDWcGfeOTgenUIFxb1anAOpYXJyFAI35KViDkLWD5ngZWZsYYKl4t9r7sdryPichS9Qys0q/yWpoHfCwn5jS/aWrNDLNYWRH0AW7KG7tIIVhiMvLUnfU62XIzWvVzM0nsjk9s8ZFW9jMA9Vw5G6LD/90PDSvHcc9dRvtCLnqAR8pgtiom2JWnoiTXtqrpnLPVXxf/5XUo5YUfPY3tItWXLvdP+tqOn0WmoLam1LnM4X088HxlVW7R0fjVbvq4gWG6QPMxFr2NTcaRHFMrqjQF+OWltOJN4e9DcZGO6G2wJAsMrCTUcjtdmaE6wJwqMACT01NjnGSsvQ9Aj+ea0csya9fzmnovqZezuuXk0AIPPcDL0HGvTYuMfJnOeN3AkghGCYDWNhSbGzsUG9gQr+Vywmu2yzndVfvrgWiWbdkL2H7+Kv5/1Kx9PupRt6ZFSUYFyk4JvAnjWm9jcgl4H2cOhZLX8+Ug1G7+OeK1V9W04Q380TbmDN5TELFRRzvonH8LWK5ucGy5BaNY6ThPgclg/Z3/AyvtY14vwmdveYPziDda9mRJ7yEDYdP4YYyUsG794A5qQ+E2JLWgidMH3huQoXZDYI5FjXv8b9qgQPV3TufLyLxj6x2Y0ITAdtnpKdTy26ZDntJPSM5Vb5t4cTiT255ol4cSuhmlQq2/sm7YCsJK+PnHBX6yeX8FtM8bRo29N9nIAYUcKHWEGETXJMA+bupjceVb5WNMusHsMhARZo+C7dNDtGoW7p4SV6rrtvEETmwF2p6Bwj1Q+fGw4tx/9B+4knVs/HIfd2XkceS8c9mOXl0/xSBjSSw594oIOGWvh0fd0+HeoLNadFOE3yFhWjg4ctvA1hISVPS3l2pHgYM8z9gT2bLB9MDGHT/97FHO2uJBIHp12WPicozrAo8e9C8DNb/6N7057FIAjXrwMX4K1S2gGQ1T+sYZtM1fhXbAE6fXxuSZwaCIms689ZPDUm68w9ZyL4s5DmuDvgAVrZEAIVZjhurPOHpE/8eJfI0p7wOVl8UGzMO0GZo3QXnzQLDLz83D43JT8Vk2vmlrTzmwbIY9JyNPylWdr2ykUnZXoklrDK//CPv9lvtj1bAzdWqClj0sgfVxCg+1tKRoDp2ay/rUSvBvb1mrdkuzdYHm8GN7221xubFHuHhpxaSxeJ6nMsa4N6h7+GvExphYC3dp8+Gvcx7hdo7AbSRQUCobW9pEKZgh8rSgsYIbAX9HydgpFZyYsn3SDv/3xHJ/sdiGFaf0BcKRqDDi+8brEPfe3E6gw2fqr9dtL3FDVbOW6MeJlCJdSsuWjt5FGiJ7Hno7UIkqdKaG6juG8tDC5nnIN4A6EqE0L6a0TAuf0G+GiYdU1ll5pSCbetm+MUg3EKL92XwhqSnPVlsmKhwRwQJAgI88bhS/gx+20vmO7zYbXX18xn11mSbDlHyxjyU9l7Hn9RJanDGd5WQOD1PDz/YPCVvin7z+QR457h6QKf6QUlwF+m6A0mBgeA2CP4Fp6yEqcfiNcXsyPRmkwkWm3b6N8W5CJDx7Or94saF1ajXbixx09AUUr6DxbMwqklMyfH+Deuyu49MxteGoUUptpcMSCV9lv0VvYA82rSyXtGQRSdmdon0HY9Nj9k0ePe5fkcj/J5X6ePPIt0iq9pFV6+fyCpyifs4INj37EX2c8zrq738G7cCkJ43Yh+/JzcQ0fDLqNarudCpernht4ZySm7EaU+5A3xYNmxv75a6aGN8VjXRuMiovUG3qkKBTdj0hJLYtBWxcx5btpVM7cghloehPJkWJjwAVZ7PvFYHLr1JJvLXJAXouV6ragqm9io6+62MwQj/z4Ao/8+ALuoJ8pJz3HlJOeQ/NHrPc+RylCxlq/hNTwOayYdDPK6UeoJ7hCEUO0fEoIVHHCnGfYffHnBLc0bXkFyJ5gZ8JdSYy7NaHWG7lZJG1qeQhFxe9zqF6xjKxDj8aR1QNnYdNrqtLCZEoLLU+Xa248kZAtVlaEbDpX33Qit1xxLM46eXZcwNlA1pQ9yB0fPzPb0/cfiGFvmWAZex7kHtqLAYcMJNoLVjSojkPlxgp+f3IuPffoxdC/DWvWOIZd59Fph/HotMPwJ9i55qOT8SbU2Rywazz1wIExx+Ldk2HXuP7oIaz5fBWjzx1L1gjlLatoG5TFegegBUxsfoOQUydkEyyYH+TzT3188bmPTZtM7HY4+lAHie6IO5JAMqpgLguyXZRnHw561K6rNNECW9FMD1JzYzhyrcBGINGVwNDeA1mevxqjZkVmhsyaPqO6AIxKL+vufgc9yUXqxOGk7TOCUO5ohM36M7lw5JAGs4J3VgJRscypo9wUfW8pzu6KJEwtVgkwNRN3RU1ZoNGR7ze6tJBCsbOTmuQlJ8PDlpKkcJx0NPFKamVXbWbRHfn0vtFO35MzYs551vop/rUKTRdk7p1IQh9rtaq7NHad1psF/9xI4ZetM512lDLdFhYrgAd+fpldi9cgpeTZR+7GqVvy6YK7X+KH7AtAgiuQjhSxi3QpTFwBK6QlvV9Ecvs9bTIthaJL0JRsgvryyWYGGb/6G158oD+7vDgcPcrVN1RtUvR7CH+JJLG3Rta4SN6Bnvs60F2C32+raherdbC0hKLPZ+AeMJjUPSeFr6mtb90UpYXJPPH4i9hCsbLCFjJ49L732GPhunpqrQA2AruffQALi+or8WOzN/GPG79tcU6etc/ByR/vhSY0XFFhgSEj/trJNEx+uns2QteYeMs+YdfxlvKPG7/FFqpT3rEmSW+0l2a8e9IDJlfc8QNzh2Uy+ryxrRpf0fURQhwOTAN04AUp5QNxrjkZuANLVVoopWy4fBJKse5wErZ6yVpRTsgEacAVb8JzX4DDAftMdnLVtS4OOcRJSqpGac21CAFS8kO/wVRm7hNRqqWBo+ovbL41OEurOWPSXADe+WIvTj5iDiB4ftldkJFEjiOLV/7vVbbOL+RLv0G8RJWT9tuFAQeOIXlsf4RNxxY0eOSWGuX5kjN59tnXAJh62Tlo25wNun9vD1V9E1scZy0H5MXGWUexbZaHvClpAPQ+KY3VzxYhDavO9ahvJteLsXb43KTvlkDSYOs7DlWblP7Wkb7sCsWOozZ2OmRo2GpKZdVm9a6loZJaCfvnxCjVRT9UsvzhLVQuj/JnFJC1bxIjb80lsb8ToQnGPJxH+WJvi93C21OpbitFOh5SStxmCGqsSUG3Hc0OPccINi+U2I0kBuefxKo+7yKkhhQmg/NPwm5Ym36D9osoBoWLOk+OFIWiPWmObIIG5NP7BzD0kSFhpTpQbrLkOS+bfwgio3Q/d47G4DOc9DncUg577G5n8BkuVr7aPGt3c0pvJRRCVQ+TLR+8iRCQc/yp4bjqWpqrXANIKai22zHsWj0lOx5CE2jO+JbxhUW9qAw4MaXAZ9MRCfZmxVgLIC07jYyUNLSae/H6fQRC8e9h2dtL2LpgC5Nu35fEnKQm+2+K5ibpjb7OCBpICZNu2xfdrrKAd0eEEDrwDHAI1p7TPCHEx1LKJVHXDAFuBCZJKUuFED2a6lcp1h2IFjDJWlGOZoIDQIfHT4WxRyQz8SA3KSmxwrW6h5uNac6wdXsVwzHtNe4qUuIs/xlb0CrHdcakuWg1D4hTD/m1pgfJRcNv4+mtj5HbJ4fgVj9m0GRxA/Ob88caDrg2kgRl2t1vM26FVWR6zrX3hYX2C0+9wkWnXdwG30j7U/hlBSNuDuHIsOHu5aD/uZnh2tE9Vw4mMz8vJiu45hAMuzYn3H7Tx3UyfysUOynRsdPU5B248vRZLFiRV8869MMfg1mwIi/GejTp9ogr3eYvyllwxcZ6ZaOQ1mbXr6esZa+3B5DY34nu0uh3ZgbLHtjSrHm2l0Ldnsp0LbfudRYffH6PFeBcg2nX+ezl8xhVqrN1WQjDDz1LR/Py53MwtBC37HU6D/z0AfA7z159Hqm9rUVxMCD5a60g2MoaugpFV6Elsgnqy6fkI3sxuiYZabDc4JerqqjKr/9c924xWfSYF3+JZPDp1uZ6v2MdrH7L12ZWa4DyOT/iXbuaHn87BXt6RtxrmqNcT73snLAXYbTx45pbTyCj1MNX5z9Vr82RL17WaJ//vPUUHpj6NFT5WL7oDo4+80X6zl7Z4PUSOPSVK/CVJTOsb1r4+MKCEEtrEuOOzd4UPl62tow/nv2dPvv1ZeAR9TdGWsITjxwcE3MdnaS3sesuuPBTSlaVcsfF4xk+OP73r+gW7AGsklKuARBCvAVMAZZEXXMh8IyUshRASrm1Xi91aFCxrtHkpwK9gS+llD9FnbtFSnlPc2Zd089vQIGU8ujmtNlZsfkNy/oclbbV4RQce7CDQHL8mBbToRFwWOdC+qCovtaHlepo6rp3R8e7TDpvEl899hV6VQACZnOTx5IQDIbLa1XbO39cdTRmwKqXO/jv2QAMuy4HYRese6kYMyBx+Nw4fNaD2ZVrY/T9eaTvZiVekqZkw+vNi2lXdCxtIZ+UbIolEpsYsXoYhkZOhifu4jW6pFbarm5SRlrvDa/JX7dujlGq67pwBkoMlt5TyIQXrOy1eSekseKJrZi+xqVSWyvVHaFMQyRj8IMfv4aNWKuSFjQ46tzpzHj3YiZdb2PW+5J7X3mRXYutbL+ffPY4NtNA0+COr17m4wutTc1V8yHYsVWBFM1ArZ3anpbKJoiVT6POSA8fX/V0EVX5kVCvVHcVOSllbKlIC5fgWvGqj14H2EnoqeNI0ei5n4OC/wVoDk1ZrX2lW9n25ackDBtJyvg9Gu2rNua6IQU7aLNxzpWR7Mrh98Xw1T+nxW3z7uX/4YA3r445Fl2266JDxhIsrsSZm8Y6j4F06ITcduze+HPwO2w8+OQnfPHhJSQ6rfv2h0xWFUWEU23lGRkyWHnrFwiXk+Spx/Pntu23Vp99y3nWm6qo92Wx19iCBpUBywth/ookSteWoSc4CR18SFyXeMVORZYQ4reoz89LKZ+veZ8H5Eed20j9rNBDAYQQP2G5i98hpfyysQEbs1j/G0gA5gJPCiF+kFJeVXPueKBZDwfgn8BSoG2y1HRhQk4d6pY3k9I63gQSQcgZWVTavKvD74umL8Z/N7hvrN/usL0GcmzN+73P25vkA9O5PhCKyQp+1ykzACsreC3BbRWcO7Y/8xasJTq/b8imc/GlZ0Fpk1PuNKx+tojMvRNJH5+A0ATDrs6h/7mZFHxYRuVyH7pTI3NSIjmHpKDZIlsTKx7bSuUytXLtpLSFfFKyKYp4sdO6brKlpOnFT+6Rkdqfmz8rJ1geWQA35MJZNMtDdX6AhD4OHGk2siYmsfXb+hlvoW0V6vZQppty/6yLV7fhN0I4hFab+BuAnL6CE/8JGf8DrRCcgSBgLWiDbju1oYilWyS/z1Ru4J0UtXZqY7ZHNiX0d0Q2/XwmGz8ohUwrcdf+wxZx5SEzCJk6Ns3gsa+n8MOK0WDChk8DDL/QatdzfzsF/ws022rdkHItTYP8mW+i2ez0n3gywWbGFjelYDdGXSlhmvXHnHb32+GyXT/9sQYHIEo8uM95CSPZUhOCbjt60EDUxDQbAgy7DV0T5KTYSU+wrjOlZPZKD0Gjvnza+u7PeFdupt8NJ2BP336lurlE39/MS/+N3ZCIoMGT973L3+9qNFxW0Q4YQS2cgK8D2Lad5bZswBBgf6zN0llCiNFSyrKGGjSW+m8PKeXpUsonsDT4JCHEB0IIJw1n3o9BCNEbOAp4oVnT38kxHRrbhqZiamDqAlPD+uxoOgNjECeImn0QM8g7d/7GpWN+4sYJP/LPoWUk3BL/P+XLX9agBUJMOek5Tjn7ZdwBg8tvsNxl1g/LxO+2s2RIT5YM6Ym3ooqiGXNYed3LLDn3SZ6c/i0OM1Y42kIGz/3rv9v7VXQopl/y+0UbKP09EivtzLQxcGoWYx/uzah7etHziNQYpXrlk1tZ8+9tO2K6iuaxXfJJyab61MYm+gI6VV47voDO429MbtAiFI0rJ6qs3S+RHAnRLpxJ7iAuh8GVp88iNckLMrYEnjMn/j5vWynVDWXqbimeXnq9V3P551Hn80evQfyRN5iR/UYwSwjm5Q7k1rPPR9bIWqEJvnvnPKsoaxS1LuPFmyVfvSqVtbrzotZObcx2yaaokpsVf/kIVZiItQWkuqu48pAZuOwhkpx+XPYQVx06g1S3JZOKF0R2vFwZbZN+f+sf31G9ZT15+52IPTGFhHjJbhrBWWhvVuZwgH0evJ5ip4NtwNAj9qMkMYGSxAT2efD6cGbx2lfQb0NKgTsQIg3CxhTTlFx43Yms260fBRMH8fzyu/FmJODNSOCFlfeyed/BbJo0iE9enwqAYVpKdX5pfet+9epCCt+aTdp+u5C2z4iW3Xgb4Q6ESDVM6/5UsRcFFAB9oj73rjkWzUbgYyllUEq5FliBpWg3SGMW63ChASllCLhICHEb8C3Q3K2mJ4DrgAa3JoQQFwEXAfTK2/lrh9SNm26OUg0QvfnnKfXz7aubAeifB8FI2BEQu0Opm5JjTn+BvF8sC/cTx6zGVRVESBg5bxOPH/UWwm+AafLA1Gc4EnD170HumfuR+McaWFlINZalujmJMTorwXKDuWevo/+5mfQ9Ix13r/h1NErmVrHmP9vC2cMVnZbtlU9P0ALZ5NI6bnd9RxIvdro5RJekMwMRCdSUC2f0tfHK2rWFUr29ynRLrdHR2IwQ0z57CYBrDj+HR7604iH/edT5ONct4Yj1Sxmw62RS5tko2iYZsy/kDRYced50tGCsvLV7/Jw18k6OOudWHvnY6uei888naGtdqhR7KMSzr1tzu/zUc2KqPLS2TwXQAWsnJZtaIJuiNszNqDKaOSllhEwdiCjQhqmTk1JGuTcx5loRJQJaYrX25cjw7/8fux/KS79+jj0hmesHjgpLxFrlum6N68aIVq6jrdj2UCgcc33RGcfxWzCEcLswjz6I8Scc2WB/l1xyJnOuvS8c8gcQ1G1ccMF5VH66grW/riF7ZG+q0dk6rq91PsnJjHetsBRTSlYXGMxdbhBwWTt+0e7lV11zHA9e/wpSCG6Yekjzb7SNuObGE/n6nGnhhJEQKUum6NbMA4YIIQZgKdSnAnVdGD4CTgOmCyGysFzD1zTWaWNPz9+EEIdH+5JLKe8SQmwCnm1qtkKIo4GtUsrfhRD7N3Rdja/78wBjxti7hW9bdNx0XWxVIZyVQfzJdgJujVtuquD9d30YUufhTSaarpGUmUTOkAz2PT6ZKWflkvjnPBhhWk5jRDbiJLBs9zwSag7YvUHsUed0CYnVNbHTApy90hl++6k48zIBuOqEiTxyy/tAvKzgbfylbAcNZQSvixmQrHl+G2tf3Eb2/slkTkzEkaZjBiW+LSE2f1KOZ5UyA3URWi2fWiObUm3Z3UI2QWxsYl1655QyvF8Ry9Zns3FLJG4xUBpZsKSMdIXLZzXlwpm6SyTWMRjVB2y/Ur09CvX2KNPRTPvsJcZvsjY1v5p+B3ZpfRePzXyJC844H+2HRIrWzsO25wjWeGHN15LUOZL9y6GXCQGnnaAmcHkDaKYksbKaz/5zJ3bDWpY/+/pLra7O8OzrL7H72tWAZNZDd2A3zO3uUwF0wNpJyab6NCSbgmWRDarkoU6EDWQIti72YjspdvNK1wy2VKQBkDI4IgMCFa37ip9+/0XGllhr8O8+eMpysfZ7efLz6fz92NjfWHQprpYQrWS/8Mp0JqxbC0jm3vIIDtOEYIgX//VaTCx2XZ599rW4Zbuefepl/KvWsU/IhKWbGDjsZhzSRLPpHHD8f3ji6Yso80iW5ht4vLUtrb2gVx5/MZz89uuzp2EPGWDTeeKBzxudS3vwxOMv1i+3FTR54PaPOnwuis6DlDIkhPgH8BVW/PRLUsq/hBB3Ab9JKT+uOXeoEGIJloXgWillcWP9NqhYSynPbOD4CzTPPWkScKwQ4kisuvQpQojXGuq3WxOQ9LigFHtVCNvFplVRDXh6FLz5Ru1FButnr+CKZ74HwP3JcRx+/vtkPJ3P2kzIuxLcV4OIkh0+t8bT/zyYUZNHcsGo26GB5BMAhtvJTU9eiNMVseSG7Hr8xBiAk/ahpaW2WoM0YOs3lWz9Jn48p6Lzs53yScmmVnDJCT9x7ORIsswZP4zkuQ+s+qvFP1XR91Qru2reCWmsfKoIGZQNluYq97hJHu4kbVfL6dAMSornREI1doRS3VbKdPTi2KgRlO5QkFp1wGuzFsLCZiNl7HjK5/2C4a1Gd1vfRXk5nH70+Txbblm6zhszjl/ff5MMrCd/it8X08/24g6FcIdCbdpnd0atnTqexmRT5Qofvi1BXDl2HBk2cg5OofDLCso9bh77egpXHToDw9TRa2KsaxOY9TkyssrZ9nvs2qklGcKFBJcR9ftvJK66NdbreOO5Q6GwO7cXgRZonmdktd0e450Y3LwVGTLAZiMhGNn4rNYE28ol//sjfp3qaBKirODVYsd6pda9P4VCSvk58HmdY7dFvZfAVTWvZtFuf+VSyhullL2llP2xzOvfqgdDfHpcUIr9xwC2hSbiMhDLrNc/FsNuQ+DOe5NYm5/LVdM+Iu/n1eT9vJqzd3+DvJ/LSawyGbjBxHEV9UrbSJ/JtS/8GtetsC62kMGj973XfjepUHQSlGxqOb1zSjl28hKEIPyast8SeudYWQy3zKzAV2gtoFw97Aw4PzPc9oc/BnPOHadx4zNHcc4dp1m1ZzUYdk2krF3hVxUEtlmLtO1RqlsTR93SOOloqnPrv6K5/NRzCNpi+w7adC477RwAksftjgyFqFy0oM41NqaecxFTz7kIMWpXBrlceLSG+6klwefj1/tu4df7biGzsiL8PsHns9xEX3meF155ngS/H900sRmhJvtUdCxKPrWMpmSTDEH+25Fsq4Mvz0ZPtJa+s77K4OwXr+SG98/m7BevtBKXATmT7GSMqknGFZTkf1k/Zrg5RoBb9zqLYB1lMqTpXH1E47+xhMLIqyVcfuo5BPX4cqI2Pjve6+8nTeW3/oOYO3QAez58E3OHDuCX3CyOLq9k6tEHErLH2uDCSWwb4ZJLziRUR/Y1p117MPWyc5g7dEDM/c0dOoCplylZp2h7VCBVB+EoC+Au8+NNcxJIc2AYBtNf8jL9xWpeKDA5UAMRAmrld43h+Is3UilJd/HNTB+7LKump5TYfSHsNZliJZYVozawWmJFDIU0gd2hh+MWpSnx2TVMpx6OsTYE+BPtiEC38SRTKBR1GD6gkAnDN/Lbst4sWxvfVDK8X1GDxzduSUeGYMObJQy90lKWh12TQ1ZqFSueL6WszBXjwmlP1dnl7p5k7xcJH13/3+IOt1K3RpluqSXpybdesVwgo7CHDJ568xWmnnMRzp55OHJ7UvnHXNL2mBi3j2AfeD/Bid3nizluMwymvT89xpPol3/eQ3q1Zfn/+cE7wse/efweFvXvXeMmCrMeuZNEnx+tTpWKeH0qFDuSpuRTU7IJIP+dUgZdnIXm0Ege4mKvV/pQ+uBiCpbaKF8C5bWyR0CvA+2MviJSC2Xz7CCB0vhrpKYs13f/+t9w+EctNtPg0S9eqecK3hDRynVT8ufJt14Jh4nUEi1vGqJ2Iw+AMjj/mDNY/+RD2PP68MayAux18z0EDZ5/4vVG+/z3K9PrtatNftvR8qXBsmQKRTvQIYq1lPJ74PuOGKsz0mNhMe5ySxFOW1/Fd8vgoKiCGycDBbKOe7UNuBzufMrLqx9WUFkpyXDCOkOjMWc9Q8Ddb13E+c/PAuCT16diGAYHn/Q0pmny9P0HctkN39BvWTHrh2Xy1IMHcc7VVpnNf956SlvetkLR6enusunuiz9nwggrR8EZh8/ntyV53Prv+klulq3Pjts++vjaF4rJ2jeJjAnWQjPzwoEcdFYF5V8WsvgbN5pDkDkxkZ5HpaK7IlacNS9so7Q0o9X30N4K9fa4ZdbitdkJSNNa9AqJ6TDDSYcSJo+n7J3P8JgbsffKidteT0uFknKqdY2AYeLQGk9pG322rkqQEAyGkxRJrGdGpQRHM0v/KDoOJZ+alk/NkU3+LSH+un0zo++3FOiUsUmkvrY7+xX+xfIZAf7aZicxT6P3YQ4S8yLyoXqzwdLnvPX6bik+3U5Q6NilgdgOO0ZdC3ZDsslrsxO06fU29ZqDlJKtH72DDPjJPfF0xOcztqvP6HZCghbQmp3ZXKHoijTpCi4szqzJaokQoq8QovGq9oowjrIA7vIgAmuxIwQcMBz2HgJazbf/gQ7OOv8TMgTrb4MX3wlgr5FBr/lBD9Xx966DLmHq4zPp8cd6+vywgmNO+TfrN6zGNK12IbvGI08ezmVfn8EjTx1OyB4Z2B4yeOa2N3jmtjewNeE63hAtdV1SKLYHJZ9az/ABhUwYURDjQjlhZAHDB9T/EW/cks6MH0YiJeHXjB9GxiQJMgOSVVevILd4bfhYtSsF+3FDGfdUH8Y+2pveJ6THKNXrXi1m+UNbWn0PLVGqW+Ly3ZBrd3Px5wbx5wY5/+qzmDNsAHOGDWDcFefzA/BzdmaMC2LinuNA06j6+Y8G+7vw2ouY5XAw2+lg6O5j+AGYM6R/PVfGQ++6Mm77g+++Oq5rpqFp/DR8MCMO3ocfpGTOwD7KPbKNULJp+2iufGqObALY+F4Zax7aADUWZKnprOs1Bucl4xh/ayLDznfHKNVVBQZzb6giUNa4JtyYS/gNE89lQeZAFmQO5Pgjbwm/v3n8OSRt2v4432iX8YRCuOrgmnJ+vQYx+drbmTdgEPMGDOKSM85vdp+V83+jatlfZB5yFI7sHC454/xwPy3ps7XtFIquTnMs1v/Cit49ELgLqATeB3Zvx3ntNLjL4meZPmYC9Brr4uBDXAyZ5kEuC1llrQQ4BZhBWLoJfIBhxAp2nwC7W6BVW8friv0+v0Yywff7YSX3HrIunBHximtm8ui0w8Lnr7hmJkMWWwvbr8+ZFk7qMO3ut/n7XXWzzm8fbfEgqUtzM4IrdlqUfGolE4ZvbPB4PJfL5z6YxKc/jYybebeWTFs5h81+hxUj9+HPvpOocqXFHaP8Ly9rX9jG5k8rWu0C3lKlujlEK9KNlaOyh0J8+5jldnTE7Zcz+8aHANj74Rt49CUrV0VdBdXRvzfCYccoqwj3X1sa56SRQ/jvzNk48zdx4WXn1Ct3FbLbOe2Ygyh7/wsyRg/nyHl/krnPBBJttph+xqzNj3tfM299lEX9e9dL2hPQdUxNQ0zegyNn/kja2JGkqFJbbYWSTdtBS+RTc2QTgPxqDUfs/QWLRhzAxqyhca8JeiQbv/az6nU/wcrmmZcbcgkPaTau2Wdq+HP0e4isidoqcWJIt0VczEvh8sOs9/ZtNOrpWEu5q5Sizz7E3X8gaXvvC9RxE4dmVwxobTuFoqvTnCfonlLK8UKI+QBSylIhRPwiwIowPq9k1g9+Vv8S4IEDqVeMftB+Cfz8mcnVV5Zzlyb5wA0BA862wRsG+EMwpSaZYjAIdrv1eQaQmqKx2yMmzoutDNcNOfDJmmETPFZHfmcDwltK3EEjXOPP61ALK0WXQcmnVvLbst6ccfj8uMdrSU3yxtSNraxysaEwncoqV712YJXXcokAe6z+H7ut+YY1PUaxNmMEP64eTsCn4dsaovDzcsoWWO6V7a1Ut0ahriW2HFVsiatdNm0IxzL/ev0D4Tbzrr4PX42LUa2yu8cKq/zNnGvvs/oIBHn+0RfQHPbwuVUIy8Vy+WpeeOoVrnjw5HrzSTp2KGUffonNU4A9O4XAb3PofewgnrntDcav3ACAq0aG11UHUnw+7M4QQki8DhsB08QeMhFCYneG6DE+gfKhvfDNnUu/s3dt1ne2M7ChfbtXsmk7aKl8ako2gSWf+pasYOi8pZQk5rA0bwJlzkzmrBiAtwRKNjjZ/H0Aw9dgFw3SkkzhdWlrBbs1SCnZ9vbbYJr02/c0nFt3bAbv7kx1rvL+7Mo0R4MKCiF0ap7VQohs6uWfVoClTH//vZ/PP/Xx7Td+qqokaWmCi3eD/qmR6/7Mh1NurCYhQXDaRMmTJ4N9GmgClv8D5DM6Xncatz9wCgHp4trjnwUpef6Z8ex71RyC1SZ/fxWevAfcNzZ/fraQyb/u3g+7x88jx76DGTTYN8nBojpu3yGbztU3ndhG34pC0a4o+dRKlq3NZU1BOgPzIhlz12xMD1uD9h+/iitOn0XI0LDpJl/+PIxDJ65gXfZIVvWfwGp/HtXSTajSoGy+lw1vllC+hpjyWn3y/+K9BzOZ+0dKvfE7s1Jdi5SSBCNSjqrabsd0RP686m5qCqwY5mp7rH0oIRiCmnI11QCVZdh7pSOExB2IKmNjmtid8UvY2DOTSR43kNLvFpF2wGiK3vuZ4LaK8PnofmLuAfhtVF/+eespTLv7bQAuOXYPHrzjLdy9MrimJrdG+sFjKfjXF3jXFOIe2AaB5Qolm7aDlsgnp91AItnmyGHFwD35Qw7EqydiBky8BUEKPipj6zeVMeX/nN4Sdiv9ksffmMzcPyIZbrYniWKtW/j2Kti1dKSiXbz4Zzz5K+i9/4k4UzObbqBoN5RS3bVpjmL9JPAh0EMIcS9wInBLu86qC+H1Sr771s8Xn1nKdHW1JD1dcMwUF0ce5WLSBBv9/iiKqS89JBeykgEkT54BCY8DK62nr3aNHQxIooIz7v2WHvM34C63rDtXXvRzuI/7Z4NrdsvmqhmS+456CyNoklpj0lhcUn9rtrb01umX/l/LBthOOqKGtWKnQ8mnVpKa5CWvRwXROavycipITbLkzRWnz8LlMABrsTf4jGTeGnITlW4r0ZgGJNW0SxubQP9zM9n2s4ff73Vyzh15MZbuunQGpbqp+OnLTz2HWY/cCd6IwlpbLibVUxVjqa6Lwwhxyy3HYNh0vj5nGkSVwbUDZnEFd9xzBl9NfTqmncuUaP4Qbm+AR+63XMprk0pOu/ttgqUeji6q4O05K/CZkou/+ZMbrvkb3531eINzKQeuvPVkQnY9HN4jTMlxOWk40hIZZLe+q7TJI9n0/NeUzPyTvIuUYt0GKNm0HbREPpUmZPPDyONZnz0CsCql1MqmlBFucg5OwVcYZM3z2/jhv4NZsKJh+STWFmx3hYLtsV5HEy98rj2UbX/5Njb/9AlJfYaRscvebd6/QtGdaFSxFkJowFrgOuAgrA3546SUSztgbp0CLWBi8xuEnDqmw3KNqa42+e7bAJ9/5uO7b/x4vZKMDMGZpzg57mA7w3Z3YdMFNr9B4Vo//iC4o2Rh0IAhvSwX71pjsQREAOwBawUWdMdaPOpmeXUlu5CVvgbdwBvCCJhoNgEhWa9PCfi7kBu4iq/u3ij5VN9Vu7nXpSZ52X1kPoahUas4AxiGRk6GB4BQzTkJzB5+HPMH7N/kfLImJrH32wP4/ZJ8Vvza8HxaQ0cq1f7cIM8/Pr1eTHJtuZiJS1c12l43JZ9c9C+WDOlZvw9g/6DBgVOfjmvx3uuvDfXyXQCMX2w5Lm8EHPnbQMDz7/zE7h/NQTcaNoQ6gIdufYPLHz43Mo4mSD9wNFvemk1gazmOHqnYktyk7DWU0u8X0/O8g9DsO84ttaujZFPzZVPdawFyMjwkuX1hGVRLPPm0Oa0fM3a7CL+jcfngyrUz8raeJA9zsfjWTU3OaXtpK+W6Lq3NVRMtF21GiGmfWfkjrj7sLB56+3FMI8j1+5+IUNUBFIrtolEtSkppCiGekVKOA5Z10Jw6DQlbvWStKLfSUZqSrz1upn1k8v23fnw+yMzSOP4EF0ce7eLAgQY9VleA8MO8SkwTvAFIEzXZv6PWKHYdRu7h4sADHSTaK/Bf7UT8AxyBSKIzaROUX5HIWTcnMqukut7c3vjtZjZ8tYh7Ln+n2fdjaHDqpePZ9NU6lqwsqXf+qBcu5ZZ/fQnUWEmKm/9dNUV7JC7bHvQEjdRRLuzpOjIIvsIgFUtaEVil2GF0d/lU11X78Tcm88Mfg5u87sufh3H4xOWEDEGCK9Z9WNfN8OLWplvK2rxBh8Qo1a6Ah13yf6V3wRLumHYgZlYyeSekk3NQMkIX2JJ0dnu2D7+eupbK5fWTN7bGGtRWSnVzFOp6bWw2AqEQDr31MYe1cc1JIRONxh+8Akiutr43n9NGmjuEYZpoQuL0G7gBTInXJjD9QfQ4WYlqN0prJZpRuI2x2Ztirhl4Ug4fvgnOuT8x5rxdAcg8vjff/riUzJVz6btfv1bfb1dhYTv1q2RT82RT3WtrXboDQRs23aDuT66ufCpNyIpVqqVJ/6KlDFk3j4cenICXBHocmEyfk9NwZls/lD6npBOsMBqtRtAWVmvYftfwtiR6DfbIjy+ya7GV5PbrF2/HZoYQQuffX71XL8FaXRxJkNZX4HBDKACerRJP6ws77BB2ZCy7YuenOebJb4QQJwAfSCm3owJf10ILmGStKEczoTYVzGSblyuWCE48OYGjjnay+x4OdF2gBUx6zC2NuVbTILkmh4Y/aCnZUoDDBnNtbrwSLr/Gw8dD4BlSSAmVxYxv9wWQZ/7OB+Xx53fW3vdbdSVaQMCEa57+gwkNnH/jyukc8ObVTfbTHjUIW+oG3lprdeIgB31Pz6D38WnYkmKFq2e1nw1vllDwfhkhjwqF6yJ0S/mUmuSt56p95emzWLAiL8YSE++6KfstiXGvlBK8fjuaZi2Aa9s//sZkpl6wiF+HHBG+dsCmP5k8721c+Hj8jckU/ikAD1u/9ZA83MmE//TDlWvHlqQz8raezDljXcy822Kx2hBtrVRPvewcXnjqFSRwfGk5b5WU4RzUj2vuOYHkSi/fnP1Egx5DhhAc8/yl+FyOSFzzcXvyyG1vcoAQ2Jv5pyqcNr5/6+9Iw2TI6DvAH1kch3SNUzTJsAP688vnq7BFVY+QwP+9dAzHn/8JAH/z+DnJNNG0iKaSnJdCzvhcVn+2itHnjkUIQa8983Bnuln92cpuoVi3M0o2NSKbGroWwGGzfouBkMAf0AkZGrpeXz4NnzY4rFS7/JUc+vN0elasj5JNXsr/9LL6X0Xscncveh+fBsDAC7Mo+LAMz8r4VVug7ZRr6FwKdjQuI0htqjef1vjGYeZgweADNHrvJiyvxyiKV5us+s5k428SM36qh05FZzP0KHYumqNY/x9wFRASQviwNtSllLJ+NpqdCJvfsCzVUflVbU6Y+Uk6oTRHk9dGI2wwy0xk1i8h3v3Mz8oNXjTNavLeHzr37plGCmUE3Xb8hokeNJBB2FwOtWI9Xs/OSn+D52oxgQosd0CAxB4JOLwhqAw02q41dPaECwMvzmLolT0QWvzlcNIgJyNv6cmgi7P545IN4czFik5Nt5RPORmeBt0koxev8a6rS7XPxrPvT2Tekj4xbX/4YzAlh+1Bb2EtuMoWVvPG1CAzUw6J695ZuczPb1PXM/GjQWg2QcYeiSQNdeJZ0fDitTk0ZzG6PUp1PCs1WOVizrnyAgASfp3J4S/8j2F/PwCXXeeeJz7G77A1mDBMl5KHH3ifS+49k+ef3R+AXaVE3KsTDBjNKn0DoAUNjjp3OmAln4wmwW/wWaab4Z+spK5IC9g0Lnv+D47ZvRf//m0THwYlj3+ykke+XQfAE48cjGHXGXTUEH6+ezZFi7bSY0wOmk1j4BGDWfLmYnylXlzp7esuu5OjZFMN8WRTQ9dGEwzauPelg/F4nfVkztytI3D3GBLe3Jp70Ub+2jiGLSUT641jBiSLbizAlWsja6Jl8e57egZL7tzc6L20pXINnUfBvnWvs/jg83twRSV/CAqdW/Y6u961QofdztYZMKlhxTtzkEbmII3hR0h+fDJEdRt6OyoUXY0mfduklMlSSk1K6ZBSptR83qkfDAAhp17PImzTwEyovxcR79qY80G4464qChb7sZtW4rLx/SE9AcYeM5bP3/0/CiYOYt34vvQKmXwvYbaAKcCERCjToERALrANKBbwwryb2TjJcq0SDbzA8uY+4JghLBuXy6q98nj5g5O45uOTqUx1Upnq5KBXr6As2U1ZspsjXrxsO7+1zsvQq3ow7OqcGKW6ekOAwq8rKPqhkpAn8mB3ZtnY49X+pI1Ti8rOTneVT1tKksKu2rVEu0k2dl1dbLqJ2xkgOdFyHE5N8jK0bxFpaT56HJcdvm71v7ZRVuZixYbscJz20L5F4WRCAJXL/Wz5OpKpuu9pGeH37eUC3h5KdTTpuZWk7T8KdI2Sb/6M7dumhd2uo18AExavj3G/FkKQ0CMBJPgaaScBX7KLgNMGUmKakf+/oNuOWdNWA/Yu8ZIBCAmGgDKsrONmTcz1O6VeJkvYD3j3gZ8YNr+QYfMLueKamfx/e/cdJnV1PX78fT/Ttxc6S5MmiIIKCCJir6EoEHs0ajQx+lUTjRqNsSUxv5jYS4g9sSIiICpiQwSVKoogvezSWbbvzk67vz9mdsruzGyfnV3O63n2cXfKZy4rnLln7r3nAPQ5rS9mh5kt728Kvkb/8wegvZptC7bW+7sRsUlsCokWm2I9tvbzKl1mencrIj3VGRFzel2UHXw/P7CojF1LfcHYBNSNTz7Y8vSB4LV7TsnElFL/8Y7WqOWSurMi+NUWHvzmv1h05IcZFu3loW9ejXyggrG/rptUF+/UFKzysX+9D58nNPfN7Kk47U4zjhyEOGzVu2KtlDo52u1a6y9bfjjJw2c1ODgoM3TGWmsODsoMFjCL9ViPF0yaiBWE/SWw9L7Qzx4fVFSD1QQPmvvhs5qZM/PXfProAsqWbOE8AA2XnQQzrvb3t3aY4NQZ0OUb/33XfrsV83+v4Zphf8ZWGv1scHWqiT/Ov5RjHBYeD7vdazFx08eXAXDoQFqDtn83R33bblp7G3i3czLo/5tQglC0qpKNj+7n0Deh1zWlGPSYnMmgW7pgzTFjchgc/1xvfrhrF13PziC1rw2Tw8BT7qV4TRX5bxVRud3VqHGIlne4xqfwtjHeKNsk4z1u174MjsgLtbCxWnzcMO1rAFas68nRA/fi8RqUZnVhZs7xAFQf9LD/i7Lgc+KdoSx4p5ju5/n7C2Yf7x9Pe0yqs7uF/ryWrFQyju9P0ec/0P0XpwZbV2mf5sjvtpFL3QKT5Za67xVP/Ossrpo+i/SuqQzeVUanKM/zGIpewBsmRZdjuvDYg2NJtadw820ezCYzyuOj1+JNGD6NOTCn9SlwZqVw7xMXcfHtsyjdW8pLvx/DH//xNVBECvi3L1V7qbaFfmeWFAu9T+3L9k+2Mep3YzDbzWQdkU3ukE5snr+JIRcfFfd31Bjjsza22LVayqv1P6TJJDbFj03RHmu3uSPmTsWlNh69ZV7wZ69P4XSZMZt8PDMo1Gu0YFZxxHVjxadDyyqpzHeR0suKOc1E+mAbxavr35nW0ivX4aLNfxK1ou00WXArU50ku8ZRkwx6HhuKYwUrfKyb76UkP/QYWwb0n2Bw5HkGJovCka0Yd6OZde976TPaICUXDJOiukJz4CfN1sU+qkujvJgQHURDtoLfHva9HRgNrAROa5URJZHKLg4Ksmx1qoKHc7k0Xy2u5oP3q1n1NRzXA2beTMQZxj6dQHmBf/p/ttwMWU/6vz/pRStbXR4mXvY8o37czSoTbPH6J1ueyZDyf/gnRY/Di9fBZ+vgQCns33yA8/7zFZby2NssTV7NTXd+xj8fP7vRf/aivemNenwybwPv/5tOwe/3f1HGqhvy0e7IHQbeSh/5bxRR+HUFY9/qhzXHjDXHzPH/rnvOMGdUKkdc24mDS8r56eG9lP3UvK2uolkO2/i0aFX8tjHRHmeYvDx6yzxiFX4dOXRX4D4vJSmhIy+VO13BDrz1naGs2B7692DJaFqRmEQl1RaPh+effAWA3/zmcp599n9YbB5u/tNFeIi8fvYZwyldtomy1VvJGd6PdKv/z/nz0/vy6afb67yGz+kl/WAFf730PQB+/950TN3TsGVYqTpYycVn9uOThdvqPK9/lpVD5S7OdPmY+sdxpFpMlHqr+fzf3ahOH43h6VrnA1V3up2Xv/8z/VNtLD9/OEW7iuj0/Xeseq4P/U/YA+Hxzgqrnu3N+BR/otv5Ijv//MBNyvJvOGFiFwA80zN4/YGt9N27il5H1l1pFA0isakBVcFrHntM/9388erPImJT19zKiJ/NJk2aw/9vt3MPFzUlWCvCPuSuPz75E2toXHxqzeS6ttZeyX4wbzr3Od8A4KH+P+eeLW8Hb695bZMdBp6WGXzO1nec/DTDH3NqR+cda6F8qZlRf0nFMCuyeyvG3VA7vVB0HQJDJxrsXexm/b+rqD502JQeEIeRehNrrfXE8J+VUr2Ax1prQO1BdbU/mV6zqJLqXS4WrYXdFYozz7Lz67MhVIs1zD8J1Qa9CQgczRt10+cclbKanku30M3lZac3tIJhCX9bvhncj/qT9AOlYE+z02VNPsqno56V9tgNfDp+24Q1B3o04k/t19KFy1p7tTprhIOMof43dW+Vj+//sCsiqXb50qjy5eIwCrEa5VRud1H4bQXdz82MdcmgTuPSGPNmP1bfmM/Br6QHd1uQ+BRbXtcijuxzgJ92dKZgXzYl5Q7OGN3wVUOzN3R+2JxqBK95ynFb8PkiY0v4GcqaxwJ4nbpVJqMttVL9/JOvMHqjP7n99va/Ygn8mR9/8K1gz+caGaMGYspw4PvqW178aDGDV/s/TfykOvpqTw7w5PlvBX/+55SZbB/SiUGVHnweX9SkGmDloWrGn5DJhm8t7H2lgqm3VZKeUwyApXIjZ1/3AYY78jVrzmLPmflrALJ7ZpPd81ROu/BRrLXeBgy35vT/W8+C54cBMGh0Jrk9bSx9b38wsR51Xmfe/ts2ls7ez0V3SWLdFBKbYosWm2y2xhWUMtWKTzXXdAaKncU64x0ZnxpXpDSRyXVr8hhm7hl0RfDn8O9r9DjViiXVHzwqCrz89HzkvNblTqHKlYXDWozVUknhGg8VBT7S+8aPzYZZ0eNUK9nDzCy7s5yKfCkUKzqWpjQtLgCGtPRAklFEuy2t+dzp4Kl5mk8XVvPQFE34QvCivQZXPenixiU+1v8jzkVdgS8AK1h8oUmePU4vUvC36dpVqjjq5CxGTT+G/fPW0HvRRgxfZDXYXWMy0BaDIncqjz1yRqP/3C2prasv9pgUSpD3zC/BXRQazx7nKNZWXImBBx9mhqW+wqhfbK6TVO9bWMqO/x3CXezF0dNCzwuz6HJqoLVQqoljn+7Nt5dto3SttOtKAodNfIq3Hfs3U5cw6eR1wcfOWTSU594dx087Ose6XB3pzkOgfaAM0gfbufZX3zN12LdRHxt+hrLL6aFjpFWHGt+iqr7V6qYm1bG3fmtS3B5w+++vskZ/WzQsJgae04+N723Ad0wX0GBzecOuEqn2Fm+AbEsFJpMmvMtZtA9Gy4umAk+yZJabZfNtXPmXhxk1aQnVmSeC8vfQdjsseM0mdGU1uDzsXpuPuWI9ZZ7eODL9v0NtcqAME5V4cOEvYmnxRb6iYSjGTunC/GfyObS3mpxuNtKyLQw/LYdv5x5g6m19MUfZ1i4aTWITLRObADKqCjlAbwDO+nUpV1W8E7zPW+uDv5r4ZOtsJvPo0Op51e76ayzU1lGS6/r0OD20Y2nHvNCOJYA9hUfx4/bJKOVFaxNH9Z3D6X/aGpFUa63ZNquafUvdeKshva9Br3Ns5Bztj6+OzgajH05j6U1lsnJ9mFFu1SrdhZJFve+WSqknlVJPBL6eAhYDq1p/aG0rvN2W4dUYPhirq/j+WydXT7dy09n+fLvma0I3L3aXjx6x4u3N1P0Ywwye3/r48LnLMLljJ6Aa8PaC2Qc6s6NQs3pxEVmHXHT5bieq1iTJlW7ik2ePYsHzw/jn42fjtbR+v75EbQNvShERR8/Qm8OBReXB712+NNZWXIkPKx5S8GFlq/UihtxTd1a+96NSCpdWULrOyb6FZaz6TT5LJm+hapf/ExJzisGwBxq/+i+a73CNT+HbHdMcbuxWL7de+iWZaVXkdS1i0snrIuLT5AnryOtaVP+Fw6S4Kuizf33w587Tu0dcU2t/RXGnyxQ8Q2lYFb0vzg4+p2Bh4+oQNPdsYWOT6t/85nI8tZrleswmfv/HaRG3De+8m+Gdd9P//AH4XF5uHd8bjznyeRo4An/ByGjmfjicTx8fgq92kqrgoZev4CD+4pQjOndn18Yn8R8CysTttPPK3XdSaT4ObUph3mvXsuvE/uw6sT9/fedavvBqVmWaOGVfBbu/+YaCBW/w7Wv+D0DmvXYtu8YNYPPgTPKARcC3qSYWPjM0Yghjp3RBa/hmzv7QbRd0peyQm7VfNu7vjfCT2NR6sQlgcMGK4PeusQNwm63Ba5oMTbXbREWVJSI+9bokG8PiT7oPLa+gKr/xiTW0TkGzZOPoEopTB5aFfk8udwo/bp+MT1vw+uz4tIWy3DH0nWKLeL5Sil0LXRSt9VK6ycuuhW6++X05y+8ux1Ppn7c6OhsM/qUdITqShqxYrwj73gO8obVe0krjSRpR221Z4fMPc3BUeyFKC5kZDztYv94DRAnWjxPc/h3kgay/F3HFzodQnvir1cZ6uOSOA8FVkGuGPxD9cYFtfvc8cmHc68UT63x1Yz9hasmiZU19IzPC9kF6KkO/4ypfbmClOpR4j7n8R8wO/5uJu9QbPH9l1N5Lib/68fKrd3DSvP4YVoPMox1kDndQskZadCXYYRmf4rW06d0t+iT1yD4Hot4ez5Gbv2FHV38BqzV9xtO7cCP9DoRWm979/GjmLT7Kf4bSgKMe6I69mz9OVBf52PtVwyeuzT1X3fiVanj+xZex+CJjr9nj5Z9/fYffPnBpsKq3ye0NVtL+rl8WMx9fhqNWJwgf8G8gVnWKqeet5ODR6RieyOd57BYuePRzugcm/N4DPfFva0oJPia9czmk+f+ANcUuAXybd3MekGEotFUFtm734w8T3iGnVwYDTx7CnJm/xntoKxUDn+A8DaYyL8/VqhfSpbeDgSMzWPrufs69Lg+lFEedlEVGJwtLZ+9nxOm5MX+HIiaJTQGtEZu67dqEe08Vlu4OnNZUFh59KeeseRWT9v97fv690WzY0TV4xjtndApHXBeqt7LztUOxLt0gHX3l2gib7nmrQzGrypWFUl7QoQecdE2oW4K7XGNJU4Fr1J07HVju4buHKxj5gH+HU/dTrayf4cRdJqvWomNoyP6uLK31K4Gv17TWS5RSN7f6yNpY1HZbJiDVTHV69ATzujureOaNeiaSVvzzpUA+ZyhwV9Vd1andgkXh/58VraWWBqrTTbjtDd+u15Tz1e2Rqzj05p42IPSJqsMoxBfxuZJmzFU/BX9yl3gjvnf50ijx9MHlC503rNjqYvfckuDPvS+VHhNt4LCMT/Fa2sTaUvnTjs6N3m7Z++B6ytb6PwDThol5x13D4sGTKA30U/liVX9Kyh3kjk1l9Mt9yJsaWq3e8lY1Onqb5zpaK6mOJ7zqd6XJoBioCtvhE94q65bbPgm2qlq/q5Rsnw62uHLjj8Em4FSCob1ODLeGtfRzWRSlJgO3w/9eYk2x0rWfHa9bA9vDruJ33LTNqMDKuvKEdt4U7S4jPdtM6cFMeg05hW/n+WtujP5ZZ+Y/+EHwcabsPow4qxso8Ho0y+bvp7YTL+jCvu1VbP3O/3sxWwzGTOrC918couxQ01b2DnMSmwJaIzZZTF52zNgX/Hlz9xHMOuEmtncagkaxemNPNu7sTHVaOgNv7cKol/pgsvn/DZVtcrL347JYl26wjrxyHZ7opvUJxUWHtRitQz+nZFcxYsqW4M8qLEy7yzUudwolFT1wuUMfFO7/xkPxBv+bg8mqyDs7Mt4J0Z41JBO7MsptV7XwOJJOTQstnwE+k8JnwMFBmbgMxaLVXhZsM9Ca4NfcjYob7s7glgey+P4gEfdtPwD6d6CP9H+5HwX3QPAOgpu6wwCPxhulztgrX9xMRZqt7h217D4hkzcWjWbvqAz2jsqos82vMRq7Wt3UbeCJWK0GOLQs9Dq9pmcFv7ca5QxLfQUDF2Yqye5eRKd+/h4QnipfsGqoz6356evBLCp6mBUlt7Ko6GH2OEcFr5M/M/QJfM6o0BuHSJjDMj7VtKlxuupudyzYl82cRUMjYtCcRUMp2JdNwb5sVqzrGXFf+NeKdT0jrvn46+NZfn0BlQX+D/+0YWLVEafx0oR7eO6Yu+nxjxFM+Hwgo1/tS+7Y0IdO+R9Vs/3dlquW39SkOtZqdU1SffOfLmLVsN6sPKo3vUyKpdlprBrWmxeeGB/1ebZqL+kuHyb8K9QVGTYWKf/3CrAQ+sCz9gege0ZnsvCZof44fUImg7Ms5I/ux64T+7Ng9g10H9bX/xqph7Cl/gqoxGIrAyo5fsrnoUGEvVds+nIzWd2vBHawY+1sqsq2MOsfJ3DihV3YvjKfPesDHw4oExOuPCqY5c97KqxfTsDIczphdRgsnR22HXxKF7xuzbL5jV9RFBKbmhub9h1KifjZ4yXimpv+V8H2l0OHL/Zk92POqOt5ZtyD9PjHCMbOOoIJnw9iwA2dMQK7NJz73ay8bmedziBNpbbt6pAJ9qHvQ5+Khie+VkslR/Wdg6HcmAwnfY/fhdnm/yClcp8Ps8MfoKr2+9j645F8+f0trNhwBV9+fwt7CkPt+wo+Ci0o5QxrSrknIZJTzL/NSqlLgEuBfkqpuWF3pQPN20PTTtS026LCwzc/eJn9Txcff1TKoUOalBTFFVOsTD3FoNRqZvZWLx89U46q9rHj8cj2Wn3/D9Qj+Bci+oHbBz/ugNIqeGMbvGWAyxf5P8PjsHDKgws4eHwfUhfFr+TbbWVJxM9flQz0z/BiSMRqdVsXLauxe24JR/6hK+Y0E2kD7PSYlBlcZe5uX06udT1Vvly69C4FAr8Xb+gNd/eCSlbsuAEf1uC28bUVV5JrXY/VKKdia+jNoamthUTjSXyK39LmuXfH8f6SoRGVd8F//vHogXtjtts6euBebvzHBaTYPGHX9PDNRds4/rneocI/ysCV15ncvLrX2DrTWaeCbDzNKVbW2KTa4vHwyowXALjtrmk88jd/waNb778E4+/vcs5PBVz85MkYtc5PP/vABJ46942I2xRQcqSNxzulM2H+QeL966+wKj55eig+qxGsxj3wnk3cMfoYTrrmJADG/vJ0NnyxmYoiN2b9Oh8wk6zMTKZrC7+83Yot3cG8167FZw18gKF9bPpsJwXr3wNS8AVC7uf/e4i//2407ww1U7x9P92H+OPapBN9/CdVUVmh2bu1ijG+jaSlhf05U+Cz86x88uE+/v2gxu5QcCy8e7SZtXN28rfrK+P8CUUNiU0tF5u65kS22/J4Df7y4uls2dUpeM31f9mLu8TLgJs6owJNsL2ZaeSOrTuuso1OVl6/k6qClt+B0dG2hu98v5o+k/wLO93GW8gYYKJ0sz/IdM/9kdyMbVS5shh4TCk1s1dLWAOBbXN9rN06BZ+2BLeN/7h9MrkZ27BaKikPqwZuSY/fwUaI9iTex0RLgT1AJ4IpIgBlwPdRn9FOGS5fnV7Vbrdm6RIXixdWsW2Nk++3QqVX8YsLLEw9xaDYbObdT7xcclc1hYVOTCb/kewRvcHlhZTHiGyv5cS/WrAWHL+Do53g0/BGBZgsgA8qAbcCm8nAFNiG3muJvwJsvM9WDQ9cPH4ZpkBCeMttnzSpd3VjJftqNYC3wseu2cX0ucJ/RnDYX3tSXt2Jgx/uw2qUB79MntAnsua00BR5w6uqzllsAw+lnl5YjEpy7MXB232u5rWNqN36S8R12MSnzLSqBvWDrd3CpuYrXLTzj+G8XoMUm4eNOyO3ZVbv9/D19K10PiWd3pdm0/nkyJ0t7jIvu2YXs/NLC+U7G/7vIJFJNcArM17guLU7Afj4yscxe/y/h8cffIvLzzue0m82sPubAvJO6h3xvL9Pn4XhjYzCCsj7tpT3jPq3fhkuzek3rWfBC8OCt512RQ/+fcdXwcR6wLgBXP7cr3jp6lXMLl/JBNyw/yAbrWD+zowyKSZe9nzwfHVP73pOOqYr27+LPI/t83mYM/sUzjm3ggpzKG7ZrV4mTrLz9ptVaA1PP1nOHXeFKrgDTJ3mYPYsJws/djJxsv/v2oXTHdx/r4057w3jpPF7yM2NVZ5NBEhsiiJafApXX2wC8HpNlFfZ67zW5qcOsHteCb0vyabn1CysWZFT28Kvy9n5ehH7Pilt8PGUpqiZryRLgt2c+VP5Nji0rC85o1MxTIqRD6Sw+LpqKtccwGqUYwNsgLE3HQLV2S2BVmY+l48N/67G0G58Yas8hnZTttWMxTCT07sS8GfivlJns8YqcyeRTGIm1lrrHcAOIMrnfh1H7ZZaX3pSeGae5uMFTs4donnhetCngtUCe32KPCO0QrnHBDMDi8VeL1it0KmPhTRH2KTOFdl2BQ2qCuz4E2kNTNJQ0yhiuob38JGbpflgkpvffqXI9NS6RuTlUIC9wv9mVG1r+qppooqWJdqmJw7Q6aQ0UvvZMNkU456yU7DmeHa+VYLasgGTzaDzqWlorVFhH4/veO0Q5SvLap3FBi9WVpX9FhMexk77CX+x16a17qgRrfVXd/vyJl+voztc4lO8tjXh99mtHkxGKPGraWFT275Dadgssf99hrfNqk17Yf+nZez/tAxbVzOOnhZMDgNPqZeyTdV4u/cgoidLPZpbATyW+rZ/AzhcHnD5Z9g17bVOOjeVvU/b2TJ/c53EOhYF1Bwn1fhTgpp6GB6gnNBp6aryyN973uBU3KVFfPzIx5x121kAHHnGIO774Si6nu1BbV6Nw+cNtGf0BM9jA9h9pRzl+pyUy8z879Xa5xPT+fvf/oo9/SHuvvnF0J/ZV8zUaQ7eesNfYPHN16vqJNZjT7TSo4fBOzOrgom11XIJ8Ci3/86NyWTl74/cyqTJcxr0+zkcSWyqe98Pm7sxckgocYoWn+qLTRA/PlXucPHTw/vY+K/9pA2yYck04XNqqna7ce5JbI2ARCXYrb0F/cc/72HMW/2wZJiwdzJx5rspbPziRPa8ewDrnp+wZJroMSmrzvPW/2UvxiF33LlT73FLAH8hzKpdMncSHUdD2m2NUUotV0qVK6VcSimvUqo0EYNrbdFaao12V7J8cRWTz7Xy3xshxQqpVrAoyDN8EW0ibjwLjuzpn4w89Nd0zp9oZ/NmN14PUdtr1V51tgCXAJUeuCLX4KWf2/j9/WncMdzCCYWae27ewuDqxiWpXovBkw+fFvP+ltoG3h5Wq2u4i70sveogB7aE+lPnDT/IiX91M/atIxj9al/6/bJTRFJdsb2a9Q/uqXMW28AVKEhkxascjLv2x+Bzds2O3JLfUNFaf62tuDKiUJqIriPHp3hta2rfZzbpBrew0bUikdZQURXZNqs+1fs8FK+qonBJBSU/OANJdctqyQrgNUn1bXdNw2OOvK7HbOLlf43DMBv0O7s/+Yt34iyJ3Mp+x8yp+Or5zNID3HpXXxbib5v1KQRbXC0CLq21inZGymau/6WFD/76AVs+WBm83ZHp5ptPpmOkRX6g6bOYmP/yL0FrRjrfw6HLGTq0mEGDr0OpSiyWUmo+anW5MhgxdTu2wO6bPev3sGV5ASNHWejd239bcbFm86bI5TvDUFw4zcFXi13s3eOlsDCXB+9/DEjB7c7E6XRwx22PUlgoVcLrI7EpdN/IIbsaFJ9qxyavD5wuo85Z7Xh8Lk3pWieFSyooWlmZ8KQ6XM356+acw659jeZerzHKN1fzzbUHqCwOfXg36JRdTHjCxdiZRzDy+T50Oyvyw7l9n5ay8/WiuHMnS6bB8dM3BZ+z673iJo1P5k4iGTWkeNlT+PO/TYADuBZ4ujUHlSihllpht1nhiw9z+Nu9aRjm+s99XDvFzLp1bu75YxmzZznJtoLTTfT2WrVfH9hphXv/nEafPiZmv1vNA38uZ9VKt78guYK1jfwzmdw+brrzs0Y+K/lWq1v6TaNwZyZPnj2Jr189CldV/av6Kb2sdD7V/zvpbl/OhOw7GZn5KMemP40ZF6D52b1L6DbYf2TOXaHZPae4SWOraf0VzsBDlU8mrw3QYeNTaGtkSE3bmmj31RathU3XnHJc7sgEr6rawrOzxnHlfZcEV5waoymrMq2xBbwmqbZ4PLzy6Au88ugLpDireeXRF3j63tcxu7088rd3gtu/a1i9nmDM7H/+AHxuH9s/3hq8f3zWRu6+bz5GPaHNDVz12l6mpBh0Ac4BKoDzAl+rFxcx3rSJM1I2c0aK/4jPtJ+noBQ8c+V63r5lXPDDv/N++RKGO/IFDbeX8696CZRis3UsvsDb9w2/fR+t+3DhtD8A/ryt57ADnPvHr4PP/ebVJcyaWYVSimk/DyUmD/+1bp43dZoDnw/em11FQX4eFktkYmK2uCnIj3K4XtQmsSmO2vEpWmyqdll44D9ncdfT5zc5PiWTeElyWyXP9dm1PI0nz5rMD/OPwBetym4tOaNTSR/i700dbe5ksni57JmPsaX540rxBi9Fy5tWv0HmTiIZNag/k9Z6M2DSWnu11i/hnzO0e7Faaql0c9T7ou3HXvy1B6tPY7HA4O4wpj/YwnNRK2hH7DPS1S544P5yVq3yB5maPN9mA0fYWV8d5csXeKzP8Lfbqm8beHtarW5pDqOQ8kNpvHXLGdx31LW8d8941n3cm0Orqzm0vILd75ew8vodHFruH6MyKY59sheD/9AVe3cLVqOcTPMOMsz59BhxiF++Mp/Tbw6tMm17pRRPed1tsOWeruxyjqHc07XOfTUtvEw462yZ8mHGYchZxoboqPEpXtuaaPfVVnAgg0G9D5CZVkVe1yLOGL0Rw+St8zzD8LF8Xa8GrVS3hNZMqgGef/IVRm/cxuiNW/n29r9ywqatHLd2J48/+FbwMVVWs7+9lhEZ1HMG5ZI9MIct8/2J7/gsf+HI7sv8u1Fqt9DSQDHgsiqUguL91Yw+398rV9V6d/V5YeHHkX3us7MNRo2y4PVuZ9kbQ/nr6Ct5duoUSvakor0Kl81MZYoVp9nA6wol2nvNA/nKfin7TX058xw76emFVJTPJzXby6k3ruSm+e/gyPAfWyrZXcrOz1cyf54TZ5XmwmmO4PvMF5/34523p7N5Uyhh6dvPzMhRFt56M5XikkxcrsgPVz1uC3m9CqL/jxARJDbF5nSZyEzz/3vI61rE4D77sJjrXnPLrk5s3Nk5YfFJRHIYhezb3IkXrpjIAyOuYsE/RrPh8zyKvqum8JsK8t8uYtlV26kK7AywpJsY83pf+l2TiyXTFJo7WfIZeNpubpw3i2Hnbgtef/Oz0ev5ydxJtFcNqXFfqZSyAt8ppf4f/qIcDW+YnMRqWmqFn7E+OCgzWMCsrKuDjD2BiZCG7/PhmF6h53t88PyvwGqCpZvh9LAuV+5bgH/6+1Rflw4Xfw2nE5mbe4ChJlA+fw5vs4HJpCgt1VQ5YfAJ6dx5SjZPPp2PMmD2uyO46MwVALzxxSgm3LGRTusqKByaxgMPTeTGu/yrLo89ckadP2u8pDoRq9VtsQU8XM22pLUVV+Iq9vHlM8M49MpKuts3RzyueE0VY97qR2ofG4ZZccSvOtHv6lyKv6/CXeLF0dPC5IGzIp6zc6HB1ifqTjTXlV1MvuvU4M+9rJ8xNN0/ua99LqindTG7XOMjzglJEY4G6bDxqaZtza2XfonXa2AKnGOsmWB+tHQwkyesi/rcFet68vBvPwicv3ZjMiLvO3rg3qjXbKzGrla3VrGyaFLcHnBHnqO++U8XBRPsG3uZ+dvcjXQ7pgtPhMXM/ucPZMVj33LEgdWQ5R+vK82EvdgbEb81/hieB3ycYSY9x8K5Gyu5/PhMFs/cj9nk7wAR7rF/VfCziZFt+a69PpVlyw7Spcuv2LvnP2z4PIsT1CfM1kOAvVyVCi97ICdb8eiEAcGDu0WmPL42XYzDWsLvPthLUamJU//zCiZr2P9sl5c9r79M/rYqPG74eIGTSVMcjBlr5eul/8DrvYnbf+9/6C+ueoH7H/yT/3cw4HJWLH+KG65z4/OZMJtd2B1OPG4Lf3/kVilg1jASmwK2FmRzRF5o67fXp7jlksX+89ebujFyaOg93+NVVLvMzY5NomWEz53Kd5lZ8LfjGZa6ts7caeV1Ozjh9X5Y0k2Y00wceWc3Bt7SheI1VXirfKQPtOHoOT/iOd8/Y+bA/P3UJnMn0Z4pXXtVtvYDlOoD7MNfg+VWIBN4JvBJbIs65hiLnvtBp5a+bL2iVQUv2uNm2IZCLGFvg5XVcPY/YHge/ONScITVjNE6cle51jD9CVi0HoqrYK4HJhBeu9VfvGyJCaamKMrKNCYTnDjOyrnn27GfPIT0nIYntouLB8W9P1Zi3ZJ9q5M5sa7RkOqR1k5mjn+uF1nD6+9LvXNWOev+VLcnZrmnK0tKHoBaU/FxmfdiNSpYVPRwrUrjLsZmPogXe4erbLmg8D8rtdYjW+PaiYpPmebOemzWBS15yYa/dpTKu5lpVbxy3xvYraF/c9Uug+fnnMCmgk48/NsPIu4LpzXc+thEfF5Tg6r5xtLSSTXETqwbUwE8xVnNt7f/lYyq0Dlpj6E485WbeehRf/ejF54Yz76Nh/jg6nmMuWscg6YMDj626lAV7058kzOu7MG0P/TzX3O3k0tOXVEnsT5hoJ3lm5yYLYq/fzmKP56+gimTbSz9ykV+fvTf/7JVnencOfTndLs1w4fto6oS/nRfPx68L5ff3XyAMx7fgcmAX2XBc4cgK1MxoUTzyBcT0UefVucYU202TxljXW+T//1uJp5XSFaW4uhjLLz6Wg7PPpPH//vbMmrHp4WfnUx2ThEnjVmG0xmKfzZbFTNeuIqjhv3YoZLqfr32Smxqzms3MDY5XSbufPo8BuYd5NopyyKKlEWbO/3lpdP4YXMPSaqTSEPmTumDbRw/ozeOHrULKkbSPs1Pjxaz/bndde6TuVNIa86d2pK9Zy/d+4bfJeS1Nt3zu4T/Duv99DRQ4VIB3bXW92utf9eQNwallF0ptUwptUYp9aNS6v6WGHBLMVw+rGVujLAWSYUHvfz3lUou+fkhrr+kkIparVjdXhhxrIWTpqRitdd/1mRY4Biax+NfuQZ/Ml0S+C/4q4kfd7yFh/+RwfLVXXj1tRw6TzkmIUl1S0pEUl2z/SdaYYrwbUPxHhdPzfPK99v55qJtrLphJweX1A3SPpe/hdfX07fy45076iTVLl8ae6pHRX2NEk+/mOeCvNjJNO/oUG8Mra0p8SnZY1NmWlVwC3cs0c4xerwmNuzois9rqveM48C8g80aY2tUu423Wh1LtGJlzz77PyzeyH9fJp9m4VVPcNzanYz8cQe33PYJuUM7kdk3iy3zN0U89qwj8jl6QjbfzN2P1+P/t12zU6i2xZuc9BycgsedS8HMFM46oyfz5zm55HL/GUObDWAw8IvAf+Hfz6Sw5rvhwQJgFoti4kT/43ds95KZZfDz/+5lAnCSD9Yc8n8oO7xE86Elkzf/uJLTqv7DEe7lmHXdfuGl23cx9843GV/6bzL1AY4aZmbwkWZsdsXiLzP49NOjMRt1dzUBfLf62MC56sjfn8XqJjOzpEMl1a2to86d6otPsc5f+wLxye2pf9G+b/fohRdF0yRq7lS43sLiczbzwx93Ubqu7t8Pd6mXbS8VsviczVGTapk7iY6g3q3gSqmJwCP4P3Xtp5QaATygtZ5Uz1OrgdO01uVKKQvwlVLqQ631N80ddHNFtNjyanwaqlyQBfz9fVi/XpFp82/xDpeeCrc/6O+9qL6pP1n8/Xnwh5/B1TPgkrXwVhV4vHCpGT7KUHTubND99Rxe7tL0FlnN0VKr1YlorxWvpULtbUMKHyaq6zwu3jWi3acXLmffwjLsPSyk9LZiTlF4yn2UbajGXRL9z1xznVi9ODPN27AaFXIuqIU0MT4lbWyq3abmo68Hc87YDXVa2sQ74whgt8avhHvt5G9xe0112uS0ltY+Vx3OYgtt/za7PJjxZzdmrw+z1xesRaGUov/PBrDqqRWU7iwho3dm8Ez12Au68N2nh1i3pIijJ+TEHbvJcinwOI8/5sJstuJyXU1GxocoA6qrHwduCnv0R7zw/ATefsuDO7CtetLkOVx1TSpvvzWFV19+AYvFzSH3dAz1GXbtDe5yqsSB2z2Sr5fO5b2Xb+GKK+cxxLWIUqMrLmVn3uxyXnh8L7ddX8VnM0r58vgszj3PjlKKqdMc/PWh84EXuOE6NxB9RWnEsavJzinC7ZZz1c3VEedO4fHJavGgUFS7TS0amwAuOOUHpp3+fUJiU0eX8LmT6xW8M5dTMLOY1P5WHN0tKIvCXeyldL0TnzP6LlmZO4mOoiHnfe4DRuOv0YLW+jugX31P0n41Hx9ZAl/x950ngOHy0WlDWIstwKwg3QYpNnjxOki3aI4aZeNLjwOfAp9J4TNgZ146b77r5O7fHULV8ydRCtIdoWvarfDwKTbW/SuTL1Z3oeuarhifdCazVlL9SWXj3kSSYbU6npZYrY7XUqHc0zXwxqCCXxpTncfFu0Z9LRucu90c+qaC/Z+Vc2hZZcykOvw6PhzUrXbnw2pURG1DIeeCmuw+GhmfkjU2RWtTM/nkdVFb2tSccXS6THVa0aSnOiPOVEdjs/rqXLOhkuFcdaykGvznqFcN682qYb0Zedn4Os0ZwlsSHnHOAJSh2PLB5mBSDXDMhBzSsswsedd//u+NL+quomhgWKeu7Fz7OJCCz5eFy5WCUi8y9700jjrqKPxJtQr7OgdIoawsI6J1VZcu3VDqBWraWk3nXZw68vfmwspU5gApPHDfYxQW5mLGQ45vF928Wzjv+N3s37SP/HwvXbsazJoZ+n864ZSegP/6LlcmLlfdLbaG4SU7p4jc3EL+/sit2O1VpKWXYrdXybnqprmPDjR3qh2frGaNxVw3jjQ3NikFqQ5Pk2KTiNTWc6eKLS4OflXBgc/LKV5dFTOplrmT6EgaUrzMrbUuUZHnuRoU5JVSJmAlMAB4Wmv9bZTHXAdcB9CjZ+vX9TBXe9GBQmXRmKyw6ONsjM42ANbuT2XVl1XM+tDFR5+V4fHALZPr3wYecU0LLPooG0t3W9zHNTapbo5kW62OtwW8ZvtP5Lkaf0uFck/3uNcNb70Q6xrx7mtMwI42znBmqoPX7G5fTq51fb1nlkS9mhSfGhub7Ebr98UMbaGM/W+qpqVNSbmDRasG8N3GnnXOOEZrsxVP+DXrk+xJdXa3MjyY+O0DlwLw1B//ixt/ZlKjpiXhPx8/m5TOKXQ/oQdb5m/Gd/sIDJP/75HZanDCxM4senMvFSUezr5rEx67gcUZWolzAk8VVnEOLsKrZ1gsbpZ924PpFx3P2h8ix2fBxRymADCdmcx2TyHv6n18e8+xpFgqmOma6h8jHtKJjAlWXLzDNM7jQ7w+N/n5eRHJbs+eJk48ycrsd51MudDO8zMqOXDAS+fOJqqq+mAyufHGCdcpqZUUBK45afIcxp30FQX5eeT1KpCkumlabe6U6NgE9cento5Noi6ZOwmReA1JrH9USl0KmJRSA4H/A5Y25OJaay8wQimVBcxWSg3TWq+t9ZgZwAzwFy9rzOCbwmMzoeK8t1lMUOYzMf+1Sj6c7+TrpS68Xujd28S116Vy7nl2ju0PrKo10YiTa1vMYMu1UH8DisZJhoJl8bRUey2HURhz+4/JXPeMYbTH1Xxf+z4TTpy+nJj3lXj6RA3e0Qp5RBtnrLGAv9qmvCk0W5PiU2NjU6a5c6vHpoa0qQnfUgn+6ry1J50/7ejcqNetfc1YWqNYWSyNrQAO/qS6NsNsAqWo1Bqv1cDk8mGq9X+y//kDWXzPF/z0bQlDT8wK3n7ihV359L97WD7/ABcGbnPbDSqrfdS8U/l0FbW3Vft3727H4aj7/3IOk5nAlwAUkIfV68L2o5MJjyxllvsyxvMVABbcGPiClcfdRP4/1j4Lq1el0qtXbkTSO3Wag9/dbMFmH4bXu5Y5s51ce10qeb0KMAxL3MTa4zZHbPfOzS2UhLp5Wm3ulOjYBPXHp7aMTSI6mTsJkXgNWSK+CTgK/7mf1/HX3rqlMS+itS4GPicJejjWtNjyGf4t3hG9oTXMWq04/oSD3H1nKfk7vVz361TmfZDLF1914o670jlmuAVvmoXS7o6I51ZlWoLX9AE6bAt5eAuvWNrjFvBEVQGPt/0nzbyPHNNaonf61vS0Lg4G4drX6Gn9iq9L/sSasuvxYYp4XpZpA1+X/IkVJbeyqOhh9jhDW0H3OEexqOjhOvdZjXJ6WhdHXEfhlS1LratZ8SmZYlO0LZQr1vVEa4JfHy0dXO/qTcG+bOYsGhrxPI+X4DXnLBoadZtmPIksVtaYCuA1oiXV4N8W/sPAbBYBF9x6AouAFV1SIloSXjLJhSPdxNez90U8t9eQVHoOSmHp7H0sfGYoe0dlsHdUBn++NoVFwCLgYrub7OxrgEpsNn9Zyhtu/D9OGFPCl4vW0LXrx0TGJP+21hSqyKKEFKpQSmOxuhl85E/B+yx4UIAPg885lUUMZREnM5n3Atex8LeHXuSkMcuZO2dycMwez0XADp558j2U2sGLz09Ea01ubiHTL3o9YizjT/4cu70Kh8M/7gun3SiJdMvqUHOn2vHJ46VFYtOKdT2D13R5FG6P0ajYJGKTuZMQ8SmlzlFKbVBKbVZK3RnncVOVUlopVW+F8ZjttpRS/9VaX6GUullr/XgTBtsZ/1aoYqWUA/gY+LvW+v1Yz0lkuy3D5cNa7qbLj0UYYb+CKhfctyaFCec4GDLUjIrT0sRc4cFW5qY63YIn1RzRtguo08IrnkQl1onaAt4a7bWifdLp8qXVab8QzsDFhOw7Ix5f5cvFhJOvS/4U83n+4K7qXAeI2u4h1n0KF8elP02GOf+wfWNojZYRzYlPTYlNiWxpU9PCprLazFO3z67TtubK+y5p0GQzr2sRR/Y5wE87OlNWYY/YlhmtTU48ybwFPFZSDTC88268bi/vnP8m3Ub1oLrYScXecqa8Mw2lVPBc9f/+vJmv39vPI0tG40gLrZx8/NIuZj68jfvnH0ePASmckbKZzZs8nHnaQUwmMAx/ZwefrxPXXncU/3t1HRdOK+fYYy3c/nsrFssO3O7QNvFUyiigF1mUBG/zpBnsWtkJNHQdcRB72HbzYjLpyS4qSSHWtii7vYqvvvFPUE8asxynM/z/ZyX/e+NYjhxiqXOf3V7FvA/OorwilZt+8x15vYp44+34hdo6mtZot5XouVOi221lplXRv+dB7v3Vx9itYUcjmhibCvZlR8QjoFGxSdRP5k7tk7Tbar547bYCR242AmcCBcBy4BKt9bpaj0sH5uPfnnaj1jp6m5CAeBnf8UqpHsDVSqlspVRO+FcD/jzdgc+VUt8HBrsw3sQ10XxWA5/FCPXBCrA5FDdf52DoUZa4STWAJ9VMRTcHnlRz8JqudIv/2mHf16etV6vbcgt4Y3pWW43yOi0VorVfCBd+Fij8Gl7scZ8X6zrRXk/h5YBrGKWeXnXuM+HBYlRGvDk1pZ2FqKM58SmpY1NJuYONOzuTYvNEbVvTNadhk4yCfdl8smwQBfuyg9esmajW/jme9pxUA5gsJvqd3Z/8RTvofVpfygrK2L9mX0SxsrEXdMHl9LHiw8g2ZGMmdsYwwdLZ+zgjxd8pacBAM8NHWLDZFG43+HyQ2+kQq1ct5dzzy5g318mpp9qw2foBkeOeyXSsuCIH6oLO1xfT+dfFWGsdGKo5Vx2P2eKmID8v0Car9u/JzSsvDeLzT0/DbPbUeV5FRSojRqzh5xdX8M3XGSxcMCzYBkw0WYeeO5WUOyivsuPxRv47bmpsqrlmTTxqTGwSDSNzJyGiGg1s1lpv1Vq7gDeByVEe9yDwd/ylVeoV74z1c8CnwBH4i2hEdmv33x6T1vp74NiGDKKteGymukXMtA6uOCdCIpPqWKvVjZWIgmUNVd/ZHA+2qK0Y6ntebfHOG3mxs77i4sDtRsznxWtZIRqtyfGpPcQmiH6mMdFnDtt7Ul2j//kD+OntdfhcXswpZioWroRTBgbvP2J4Ot36OVg6ez/jp4cGktHJytEn5/DdvD147+mMKVDcbNp0B3+6uxSA1FSFAlaucHPJpQ5mz3KydKmLM87aw/x50T+0rMSBCytWXNhU5Hu10wCnLwMrsYu0hQtvhVW7TZZSdhZ+/BZLl3ipqEiL+bz09EuBR7nxBjeGYQ22ARNN0uHnTskQm0TzyNxJHCY6KaXCV5hnBGpUAPQE8sPuKwBOCH+yUuo4oJfWer5S6vaGvGDM5VSt9RNa6yHAi1rrI7TW/cK+4r4xtBe1z1s39Dx0e5SMW8BbQvj5H4Mq6hZdNXD56k72w59nwhnleUQ9lxT5vJrXU3hJQWNFx3hefW0pROMcDvEpXtuaREjmpDqe2kk1QM7gXLIGZLN94Vb6nNaPFR8epLoyFMuUUpx4YRc2ryxl/47I9j4nXtiFfft8fPVlaKV54iQ7VivYbFBZqTl40IdhwNatXnr0NJj1ThWXXV4BXI3FUgmUYBhVTGYOi5jAIiaQRwGLOJmiYzLZ/0I2+1/IxjnGSulxFvI4g0WcxBLTifzc+laUP6XGZiuPaIVVu02WzVaFYQCkUFGRjj+/06SmlUU8r7Awl7//7TFqWnGFtwETjSexSbQHMncSbcVw+3OMRHwBB7XWI8O+ZtQzvCCllAH8C/h9Y/589X7spLX+TWMu2N5UdnFQkGVr1HnoltLezlXXp7W2gNenpv3CjqpT2OqcWOf+Ek8/0sz7Gv28QSnvkGXZVqeyZc3zDriGsb7iYrxhrXbMuBie/m8sRmXE8+K1vThczw+1hI4en2K1rWltrVGsLJaWqgAejcnt5ZbbPgFg+5lHcNezK8lzV3J8hZfVCwsZM7lL8LFjJndh9qM7+Pq9/Uy+uU/w9pvPLeKNLMU7M6uYcKq/ZWJmlsGZZ9n5ZKETrcFkgm7dDGbPquKCqXaee6aSvz6cQc+8meTlLcZQfVnz/XFUVjzBeXwYvPZ5fMhNJ97I76zvArD/v/6dwplj3uO8XTk89OBwfu9+mPv//Jc6f7Zu3R9l1ntvRRQcC2+TVVKSyW9/8x/Ky0JtHlNTy7nv/rs59fTPgs+r2UIefv66Znu5FDNrOolNItnJ3Ekc5nYBvcJ+zgvcViMdGAZ8ETga3A2Yq5SaFO+cdcdbmm2CxpyHbiltfa66KVpqC3g8zTlHk2aqu1IFYKGUXc4xlHu6Nup5uZb1dc4l1bAa5XS2rkVHaTWRYc6v87x4bS+EiKc9nDlszmp1LC2xBfyW2z5h8Oq9DF69lw9f+Z4JwMAtlXxoVyx9b3/kdbvaGHpiFkvf24/P51+FOSNlMzabYtIUBwsWpLHkq2OCK7nTfu6gutr/XJsNiop87Nnj44gjzPh8MHeOkwunOvj2GxfHj7JSWRH9fXj+vEw2b4p8P7jiF/4J59w5VQw7+odoT2PH9tfwevbXuT03t5DhI9Zw1LAf8dTaGu71miOSaoC8XgV1tpCHbxMXIpb2EJsOFzJ3EqLRlgMDlVL9lFJW4GJgbs2dWusSrXUnrXVfrXVf4BsgblINklh3eMm4BTzWanWsVgz1qXneuopfgL/ZWfArVeWzuuJm1lb8kiUlD7Cu7KKoz1O1ntfL+lnUT2rDxWtl0ZzHCtGWknkLeGOS6nC2ai+plW5SAJ8XsrrY+OnrYgp3R55vHntBVw7trmbDtyXBYmUAnTtfitu1g2uuejvY4uqk8VY6dzFISYHKSv+XwwGLF7sYOcrCOzOryMi4BNjBjOfeAz4lJ7d2+y3YuvUvnHnal/z5Tw8GXy8t/VJgB8u+nc8Vl77F+JM/j3je5Av+A2xg9uzYtVRqbw0P3/7dlMcJIZKTzJ2EaDyttQe4EVgArAfe1lr/qJR6QCk1qanXjdluqy0kst1WW2qPW8Bbu2d1tNYPtds9NPR5CheDU97BofazuuJmateOGZd5L1ajIurrDUp5h1zL+nrfGGqPoXYri5Z4bEfREVpGJLqlTVvpaEm1rdLNYxPfJKU8dM1i4I77+jPjvi1MuaUP5/8mtBPM5fRy27hlnHO2hX89lgVAYWEuJ41ZhtMZ2rZY0+JqxnPb+c+/K9Aa7HbIzTUoLPRxxx/Tuf9eG1brDlyu0POgkhdfmc6qlWN46ol7qB2bFn52Mtk5RVFbY/339Z/z5ms9mTXrC+bOP8j9fy6ltFSz4JPcuB0sCgtzKcjPI69XQdxkuaGP60hao91Woh0usUlEJ3OnjqsjzJ2iSenSSw+6KDHtttY8FbvdVmuRFesEky3g0UVrxVC73UO4mm1P0do0GHgxKydVukvU55Z4+sV8vSzLtka9MUD0VhYt8VghEqmjJdUAN971GRZPZPyyAlc+tZPBozNZOnsf4R8uW+0mpky28tEH1ZSX+6se+88g121VVZCfx9RpdrQO9LP2wZ49PpxOqKjIxWw+D5+vdlsaN59/ZsZQ0bfOfrf62Khts8wWNxaLm3vvn43VtoF3ZlYxdbqDTRs9/PB9/NY3NVvD60uWG/o4IUTykLmTEMml4TXzRbMlQ2utRG8BN9nBlmOgTOBZu7t2B9egxpyjCW+94I3SpiGyhUNdmeZtWI0KObcjREAyFCtrqQrg0bjthr95ldOHMqC00M3IGzvz/owD7NhgovdQG8rn5MyUTeRMd/DGa1V8ON/J9ItS4p5Bzs21cMxwC1s2e6io8CfoqamX8M//9zyG4cHrjYzDStn57ytvkJoa2aqoxohjV5OdU1Tn9dwuM3m9CsjINDj7bDtz36vipps7cf+98M7MKo4ZHj2uCyHaJ3OGgTXHDBpchR485dFjhsydhEgusmLdBgyXj7OvXcvZ167FXOENfm+4ogfOxmrzKuAKOh1v5vj7UjlrdianvJzBhBcyOP3bIxk39wh6XZSNyRG5dbGh52hqt14Ib9MQrYVD3aH5sBoVcm5HiGZo6mp1a1YAj2bFf/qwd1QGe0dl8PqiUSwxw+pOdp694xyGX3M196+9n87jL6Qq93wqcyfyg/UMBhzflX5HmHhnpr/tVn1nkKdNdwST6pSUzlRUPI/WKXi9GYS3uLLZatp4pQR6SkfGQKU8ZOcURbxeamopUMlpZ9wQfL2p0x0UF2tWLHdzzrn+JLu6OnmOdAkhmsawKrr/LIMTXu/LmSuHMGHhQCZ8MpAzVw9h1Ct96Hp2OqpWzitzJyGSi6xYJ0j4avWZN6yj2/JSAC6ZsAzDrYO3L3h+GJC4LeBNPVcdi6ObwXH3ppA5IPpfrYwhDoY95GDQbV344Y5d7P+sbiuGeOdoorVeqGnTUO3LrNPCoTYT1cE2DQ15PSE6ukRuAY+lpbeAA4zP2ogPIxhTNTDntYvof9oJnGaK8pmyYWWrMZKtlpFc++JK7j3rdXbu8NC7jzmijVXtM8gTJ9l56IFSlILKyj6AC8JikGGUcd/999Cl6z5+++v/UF5uq/vagFKV5AdaXIW/3l8e/IEff9iH1p1QSnHSeCtduxq883YVv7gqhTnvOfn0k2rOO98e9/chhEheWcc6OPaJXti7RV8A6XRiGp1OTKNyp4tVN+ZTtj5UuFDmTkIkD1mxToCoW8C1xuL0YSvzYnFGrlQncgt4LE3ZAp7a0+DEx9LqJNVVu1xUbK/GF7Yib80yc9wzvel8fpeIFhH1naOJte3JbhzCZpTUaeFQW+0tSw09t9OcVhZCJKuOeK4a/El1OA240kcx8MyxGGFJtddVzf5N+6G6MuLxqcccz3VvXsdrr2ew5rvhFBbmxjyDnJVtcPqZNcnydqi12uPzmbFa99Cjx248nthx2OezUFa6LfhzzetddEkFO3d6Wb7M/3symRQXTHXwxefVDB5sols3gzdeTw2OUwjRvuSOTWX0q30jkmrt1VTudFGZ70L7QjtSUnpbGfN6X1KPzpG5kxBJSFasE6jkgItVHxfyTKWPz6o1WWH3+SyKT58Y0qzrt+W5apMdRj6Uii3HP2n1uTU73neR/+xOKrb5T1abMwzyLsyi3zWdsHezoEyKEf+vK0vX/YztK3oyLPUVutuXx31tq1FOT+ti8l2nBW/LMm3g65I/BT6NNVB4MOHCh5me1sXsco0P3Gdu0pal8HNJNdeob5xCJLvDJakGcKcMwWPvE/x51w87WPCPT+iZV8QP8/fQt5+Zf74xgi2W0ew39wdg8CmD+XrnJK649ETcbgt/f+RWJk2eE/U1p0138OH8auAghvE8Pt9NYfdauP225zGUlZ9f/Bpvv3kZZosbZ5UdpcBmd+Jxm3G7r2bhxwWMPzkj4trnnmfjz/coZs2sYvQJ/qR96jQHzz1Twby51Qw7+go+WfgMq1e58XqscccphEguKb0tHPdML0x2/9zJXeJl20uF5L9VhOugv0iYvZuZXhfn0PfKHMxpJsxpJo6b0Y8vTr6Q4r2ZMncSIolIYt3K3tnem1Uf72blRwfZtKIUreFTh4HdDOGFFQ235vT/W889j1wY93qJaK0VT6xz1XlnWUnt6Z9Ye52a5XeXc+gHL2pbqFyZp9TH9pcPsXteCaNePYKMQVbMVh9n3L6GGRf1Y23FleRa19fbImKXazzh5xMPeYcROAFU8yiGp/+bDHM+VqOcAb75Td6yFH4uqeb6DRmnEMKvrZNqrcy4UwYHf9675gceOf1FBhyfztfLnVxxsZ2nnqjAu2srY7rvYIPvJDZYTwLghMs38MljYyjb7uCO2x5l3ElfRa2affIEG506G1RU5FBVeS2R56ctuKozAXj7zcuY98FZVFSkkterACC4vfyBP29h7nvV3P2ndGy20PNTUgzOO9/O/Ped/PmBdFJSDAYMNDPiWAtvvpFKQf4zQAoVgXAUb5xCiOTS71edMKf5507OvW6+vWwblTsjY6Nzr4dNj+1nz/wSRv+vH7YcE2mdnIy7fgPz7j9J5k5CJBHZCt4K9u7x8tKLFZx1QSV/OHkZbzy4lbIiDz/7bS/ue/9YBh6fgcls4LYbVKebcAc+qSxyx18RStZz1QC9J4bODW54yRlIqv09q2tvBXIVeln8Gze+wM7wI0/fQW7f4rgtImpEa/VQmwkPFqMyGLyb06ahsa0shGgPErVa3ZRiZbE0tAJ4bR5bH2oq/ihPKZ0sa1FKk5phpnifi5zcLmg9ktf+m4oCBru/wl58EPC30TrxqrVAqMVWNGaz4oIL7Tir+kLM3gf+a1RUpAa3lIdvL5863UFJieazT6vrPG9qoEDago9C902b7mDL5jxMprqtuWKNUwiRPMxpBj0mZQV//v4PuyKS6tpzp/JN1Sy/OxRfTrj8R8w2j8ydhEgikli3kD17vLz0QgXTLyxk7OgDPPDnMipLPUy8sTf3zz+OB+Yfx6Sb+tBzYCoLnx0arFT7xqLR7B2VwfoR3XnskTNiXj9Zz1UDZB1pIr2Pf2LtqdTkf1QdTKr3OEexqOhhVpTcyqKih9njHOV/3PaD/PRJb8A/eR196foGtWxwGIV4iV78p0ZLtn5oTCsLIdqD9lqsrD7RVqsBPPa+we8tVZvJ7Gxh2MnZ7FlbjN1+MQ/evxaT6ROeeepH5r43CQUc4VoZfM4Jl65DKR1ssRXL1GkOtN4OxP59xbvGuJOsdOtmBKuRhxs12kLv3iZmhd33s4l2LNbtVFdHbwUmhEhu3c7LxJzin4aX/uSk8OvQHCvW3Knwk/0c2umf86XlOhl27laZOwmRRCSxbobdu7288J8Kpk4p5MTRB3jgvjLKyzW3/j6NBz44jvvmHcfEG3vTY0BkpUWf1V+pdsHzw/Ckmljw/DD++fjZeC2Nn6AmQ7/q1F6hv0YHVrjxBuZ+tds7+LCytuJKXL40rEY5hQtCg+nSv7BBZ3hcvlR01L+2rdP6QVpLiI7kcDpXXcNnDsVIc7U/4bz+Is2+fTm4XC/g86bg9WaidQq3//5RCgtzGZD6HXj8W2rSOlWR1bU4osVWNIOPtDBwYFfqnrDSpKSU12nTVVtNUbJFn1dzYH9kPDYMxYXTHCxd4qKgwH9fZpbBWWeVY7Ndg91eGbUVmBAieaX2CxU63LegNPh93LkT5exeEPqATeZOQiQXOWPdSAUFXj6c7+SD+U6+W+2fIA49yszvb0/jvJ/ZOeIIc/Qq4HE0tQp4os5V18dkD53ZcZfp4Gp1tPYONVuBrEY5KeWbAf+qdffMH9hr30Z9Sjz9ot5+ZMo7ZFm2tUrrB2ktITqCwzGp1kBE41ft4oyUzVSfYSM1tTdOZ+R4tPZvo87NLcRuVODEH2PfX3gOPbJ2xh0HwFHDxrFpU93br/3Vc/zily/Xm/BOnebg2acreG+2k19dH/n7v3Cqncf+Vc7sWVXcdLN/a+i0nzuY//6b/OOfyxk4aECdVmBCiORVs1oN4CoOfZhW39zJWrYL6ArAgJyFKHv9O1Rk7iREYsiKdRSGy4e1zI0RaA9VkO9hxnMVTJlYyPixB/jrQ2W43Zrb70jjsy87Mf+jTtz4f2kJTapbUnNWqwE8FaFWEI600PmfWFuBTDgp8fTB0iPUfsFXEftcYrhMc/TkO9eyvslngYRoLzLTqhjU+wCZaXW3CyeLZEmqIVCmxxd6XW34dw/ZbIrzfrYPrzfyQ0i328LBA5nsP9SFahXaadQ5a1/c16lxxZVro94+cfKcBiW8/QeYOfY4C7NmVqG1jrivV28zY8Zaefed0H0njbfSpYvB+/Oc0S4nREK1h/iUTNxlobmXo0coFkWbO3kx4/al4PKlYQ97rK5o2L99mTsJkRiyYl1Lyv4qOm0swafB54V75in+8bZ/EnP00WbuuCuNc8+z06dv3V9dIpPqZNgCXqNkU+gauePSsHUxU73fE9wKFN5uoaf1q2B7hxMnvgcc8F/jh4a9OaSZ95FjWhuoZumXY1pLmrlhE9+mkJYRIhmcctxmbrn0SzxeA7PJx6Ovn8yiVQ2LOW1drCxWUh1PU4uV1WZ4ivBZuwDQOz0dAkO5/IoKZr51NRbLi9jsHqoqbXi9Jm68YQYjL97KtH99CUCq7xBm6hYUi+a447eSk/sxhwrPCt42/uTPGTBwc4PHO226g7vvKuXHtR6GHW2pc99tvyth5Qo3I0dZMZsVw46+gs8+fYYVK6Tdlmg7zYlPh6vStaF5T4+JmWz81z60hzpzJw9WwGBN2fWYHJpzznk++LySHxr2IYbMnYRIDFmxDmO4fHTaUILhA7MGqwH3n6d58N5UvlzSibkfdOLXN6RFTaoTKZmSaoCKfB+Fa/zVHw2zot+1nYL3dbcvZ0L2nYzMfJSxmQ+yy3USPqwcccoBeh/nT6q91Zpds4sb9FouXxrF3sH416L8X8XewcGqmS0t3lknIRIlM62KWy79ErvVS5rDjd3q5dZLv2zQylAyFCuLJdZqdUOS6vpWq2tYnFuD32+3HIc7UMDn6GPMDBo0iyFDB/D0s7/CbPYBNty+VMZdF1p57uv+LqJ5VjyFhbmUldW0tPF/LV82lsLChlfC/dlEO1YbUYuYnXOejZQUFbyvsDCXJV/VtNvKxOn0twVrzOsJ0VzNiU+Hs32fllF9wP9Jn72bhR6Ts4L31cydhqf/GwMfGjMeUhj7yw3YAg+r2FEdUfAsHpk7CZEYkliHMVd7wYicQtnsiqsvttOrd/xk+nA7V13bzhf2BL/v98tcel+eE/y5pmWDFzsGHnodu5crn/8o9Nx5HtzF8ZP8Gi3dwqF2O4va9x1wDUNRq5CQtIwQCdY1pxyPNzJce70GXXPib99rr+eq69PQpBrAVL0Lm8//e6pWqXxjn4YLG0opLpzu4Ps1eygvP4TV6sZi93Dl8x/R/chD/if7vPT2fN/g1yrIz8Nmi4xPjW1/lZFpcNZZdmbPSmXF8uERSXJqqsG559l4f24ay74dzo9rh2G1Nu/1hGiupsanw512a/LfLg7+fNR93ek0PjQXsRrlWIzK4JznmImbmPjnJcH7d75eFCgkUT+ZOwmRGLIVPIzHZoJa59rQ2n97HMl6rro5/aobuloNoLbtYu8OOLi0nE4n+oPsUX/uTo+Jmex87RAHl5Tjc2l6DSln0AWfM3zKFkxm/++57ICdTY83vDVMS7ZwiLdNqeY+hQcv9hZ5PSGaat+hNMwmX8RtJpOPfYdif/rfXpPq5p6rru3MlE3scplYYZ8CwCFTLz5NuZ4+7u84++c/8PiTW/l+637G/XotY65cT1aPUDLQt2Q5VmvDzy/n9SrA425++6u8vMsoLX2CKy5zg47c3t29x2VUVDzBlZe70dqKzxf5/0XabYlEa0p8En7bXjxI9/MzSO1rw2Q3GPViH/Z/VsbONw5RvLqKTIoYOi6fE69ex5GnhQoolqx3kf/GoQa/jsydhEgMSazD+KwGBwdl0mljCSgFWnNwUCY+a+yF/WQ+Vx1LSybVQT5Y/dt8Rr3ch6zh/qI/2celkH1cSq0Hhs4aVhbZ+PyXGsvekga/TLRz201p4RC+Tamm8ubaiivJta4Pfu+/vaYqp8aEE41JWkaIhCspd/Do6ydz66Vf4vUamAJnGEvKHW09tKROqmv09P6Es/oT1trOAMClUthkPRF6ncjftvsfM4RaZ//WF3JM7y8a9Tq5uYX8/ZFbueO2RzFb3Hjclka3vyoszOXll54AUnAGdtLecdujjDvpKwCenxG4L5Dvm80ubLYqLNamvZ4QzZXM8SnZeUp9rLhmJ6P/2wdHD/98o8tp6XQ5LXy+91HEc0q2KlZdtw1vVQOXq5G5k0gehrv+PKQ9k8S6lsouDgqybJirvXhsprhJdSIlagt4Y5PqmtZaAJ5yH8uu2M6Qe7rTc0omRpzf3YHlXr7/41Ys24sbPcaWaOEQr51Fzffh95moYkjqm3S2rpU3BtEmFq0awHcbe9I1p5x9h9LiTlqTtVhZopPqM1JCH+T196zAoctYaz2NKiMz5nMMt4t+ZcsY1vurRr8ewKTJcxh30lcU5Oc1qf1VQX4eFosnmDhD5Pbu2vfZHU6efvZXZGaWSLst0WYaE59EpMqdLr6evo1hf+lBl1Oiz/UAtE+z5+NK1t2bj7uo8YmJzJ2EaH2SWEfhsxq4GpBQt8dz1S35KVF4Ul3DW6VZe/duNj66n17Ts+h+fia2rmYMs8JV5OXgknJ2vl5E2frmtYexGuXNCtL1bYuqfZ/GLG8Mos2VlDvqnbAmc7GyWFqqAni48KS6Rg/vBrpVbWSfaQDbzSMoMbriUVaKDzrxFB7k9L5r6eHdgMnWvDiZm1vY5AQ3r1cB7jjbyaPdd9SwHyWhFm2uIfFJRFe938PKX+0kpY+V3pdm0+W0dKy5ZtBQfdDDvo9LyX+ziKpdje+wEE7mTkK0Lkmsm6itz1W3RlLdpC3gMbgOetjy7EG2PHuwxa7ZkurbFtUSW6aESLT2eq66Po1drY6WVNcw0HT3bqK7d1Pwtj89VMI7M6u4cGUXTBltu0upvu3kzd1qLoRIXpU7XPz0t3389LfWa4PVHDJ3EiI+SaybIBnOVTdWSyfV0Var25t426JaYsuUEInUXpPqlt4CHi+pjmXqdAf/+28VH8x3cvEltetCJF687eTN3WouhBDNIXMnIWJrtcRaKdULeBXoir8hwAyt9eOt9XodUXs4V90ULl9a0gTdeNuimrtlSiQniU3Nk8xJdVMNH2FhwEATb76eypAhxyRFwhpvO3lztpqL5CbxSUSTTPMmkLmTELG05oq1B/i91nqVUiodWKmUWqi1XteKr9nq5Fx185LqeG0ahEiQDhebpFiZX1NWqwGUUgwZegXz5jzNZRe78XojW1wJkUAdLj6J5pF5kxDtR6sdJtNa79Farwp8XwasBxo3+0syHTGpbslz1fUJb9PgIQUfVtZWXInLJ70uReJ0tNjUEYuVJTKpBn+Lq48/ehpIoaIiE6fTwR23PUphYW6TrylEU3S0+CSaR+ZNQrQvCanSopTqCxwLfBvlvuuUUiuUUisKD/kSMZwmaetiZU2RbOeqa9o0hAtv0yBEojU0Nrl086rYt5b2eq66pTUnqQZ/iyurNTI2hbe4EqItxIpP7SE2iZYh8yYh2pdWT6yVUmnALOAWrXVp7fu11jO01iO11iNzc5KjZ3RtyVCsrLGr1cmWVEP9bRqESKTGxCarsid+gEkkmbeANzephvpbXAmRaPHik8Smw4fMm4RoX1o1k1VKWfC/MbymtX63NV+rI0hUsbLGaqkK4DVtGgxcmKnEwCWtGESb6AixSc5Vt0xSDaEWV3Z7FWnppdjtVdLGSrSZjhCfRMuQeZMQ7UtrVgVXwAvAeq31v1rrdVqbnKtuWdKKQbS1jhCbkjWpjidZKoDHIm2sRDLoCPFJtCyZNwnRfrRmVfBxwBXAD0qp7wK3/VFr/UErvmaLknPVrdOvWloxiDbWrmNTMhcri7VaXV9S3RQttVodTtpYiSTQruOTaB0ybxKifWi1xFpr/RWgWuv6rU3OVbdOUi1EW2vPsamjFitrqy3gQiSb9hyfhBDicJec1cIOIx39XLUQov05HM5VCyGEEEK0JEmso5Bz1UKIZJOs56olqRZCCCGEkMS6jrY+Vx0rqY5HtoAL0bEla1IdjyTVQgghhDicSGIdJhnOVcci56qFODx1xGJlbV0BXAghhBCipUli3UqkWJkQork6arGyxpLVaiGEEEK0JKXUOUqpDUqpzUqpO6Pc/zul1Dql1PdKqU+VUn3qu6Yk1gEtvVodixQrE0IkGzlXLYQQQojDhVLKBDwNnAsMBS5RSg2t9bDVwEit9THAO8D/q++6klgjxcqEEMknWc9VS1IthBBCiHZuNLBZa71Va+0C3gQmhz9Aa/251roy8OM3QF59Fz3sE+u2LlbWFLIFXIiOra3PVUuxMiGEEEK0c52UUivCvq4Lu68nkB/2c0HgtliuAT6s7wXNTRtnx5AMxcrkXLUQIlwynKuORYqVCSGEEKKpTC5vInfVHtRaj2zuRZRSlwMjgQn1PfawTqwTRc5VCyHaghQrE0IIIYSoYxfQK+znvMBtEZRSZwB3AxO01tX1XfSw3Qou56qFEMmmpVerY5Fz1UIIIYQ4jC0HBiql+imlrMDFwNzwByiljgX+DUzSWu9vyEUPy8RakmpZrRYi2UixMkmqhRBCCNH6tNYe4EZgAbAeeFtr/aNS6gGl1KTAw/4BpAEzlVLfKaXmxrhc0GG3FVyKlUlSLUSyaetiZU0hSbUQQggh2iut9QfAB7Vuuzfs+zMae83DcsW6oaRYmRCitSVDsbLGrlZLsTIhhBBCiEiHVWLd2NXqppJiZUKIZCPFyoQQQgghWs9hk1jLuWohRLKRc9WSVAshhBCiYzgsEuu2PlcdK6mOR7aAC9GxSVItSbUQQgghOo4On1gnMqmOtVodi5yrFuLwJMXKJKkWQgghRMfS4RPrRJFz1UKIhpBiZZJUCyGEEKLj6dCJtZyrFkIcrpK5WJkQQgghREfTYRNrSapltVqIZCPnqmW1WgghhBAdU4dMrNu6WFlTSFItRMfW1ueqYyXV8UhSLYQQQgjRMB0usU6GYmWNXa2WpFqIji0ZzlXHIueqhRBCCCGar8Ml1okixcqEEK0hGYqV1UeSaiGEEEKISB0qsZZz1UKIZNPY1eqmSuS5aiGEEEIIEanDJNZtfa46VlIdj2wBF6Jjk2JlslothBBCiMNDqyXWSqkXlVL7lVJrW+s1aiTDuepY5Fy1EMknEfFJipVJUi1EYyVy7iSEEKJlteaK9cvAOa14/VYhxcqEOCy8TCvGJylWJkm1EE30Mu1w7iSEEKIVE2ut9ZfAoda6fo2WXq2OJVmLlQkhGi9R8am1JapYWWNJUi1E03SU2CSEEIejdn3GWoqVyWq1EMlGzlULIYQQQhx+zG09AKXUdcB1AD16NjzPb+tiZU0hSbUQ7Ud4bLIbaQ16jiTVslotRGtrSmwSQoikUO3u0PlLm69Ya61naK1Haq1H5uY0bDjJUKxMzlUL0bGFxyarstf/+DYuVtYUklQL0f40NjYJIYRIjDZPrJNZsp6rlqRaiOSSDMXKGrtaLUm1EEIIIUTLac12W28AXwODlVIFSqlrWuK6cq5aCNFcrRWfWluyFisTQrSM9hqbhBBCtOIZa631JS19TUmqZbVaiJbQkvFJzlXLarUQLaU15k5CCCESo91sBZdiZZJUC5FskjWpjkeSaiGEEEKIltduEuvGkGJlQojWlszFyuRctRBCCCFEYrWLxLqxq9VNJcXKhBCtQYqVCSGEEEJ0bEmfWMu5aiFEsmnsanVTSbEyIYQQQoj2IakT67Y+Vx0rqY5HtoAL0bEl67lqKVYmhBBCCNF2kjaxTmRSHWu1OhY5Vy3E4amtz1VLsTIhhBBCiOSUtIl1S0pEsbL6SFItRPuWyKQ61mp1LHKuWgghhBCibSVlYt3Sq9WxJPJctRBC1EhEsbL6SFIthBBCCNFyki6xlmJlslotRNKxNa7eQn2r1bEk8ly1EEIIIYRoOUmVWJf67I16fEsXK2sKSaqFEOGkWJkQQgghxOEnqRLrxmiNYmWNXa2WpFoIEa6li5U1hSTVQgghhBCJ124T66ZKVLGyxpKkWoj2rTWKlTV2tVqSaiGEEEKIttEuE+uOeK5aCHF4SlSxssaSpFoIIYQQHZVS6hyl1Aal1Gal1J1R7rcppd4K3P+tUqpvfddsd4l1R0yqZbVaiPatI56rFkIIIYToiJRSJuBp4FxgKHCJUmporYddAxRprQcAjwJ/r++67SqxlmJlQohkk6ikOh7ZAi6EEEII0WCjgc1a661aaxfwJjC51mMmA68Evn8HOF0ppeJdtN0k1lKsTAiRbBJZrEzOVQshhBBCtIieQH7YzwWB26I+RmvtAUqA3HgXNbfgAJOSFCsTQrQGKVYmhBBCCNFwpd6DCxYU/qdTgl7OrpRaEfbzDK31jNZ8wXaRWHfEc9VCiMOTFCsTQgghxOFIa31OW48hYBfQK+znvMBt0R5ToJQyA5lAYbyLJv1W8JY+Vx0rqY5HtoALIcJJsTIhhBBCiHZrOTBQKdVPKWUFLgbm1nrMXODKwPfTgM+01jreRZN6xbo1zlXHIueqhRAN0dLnqqVYmRBCCCFE4mitPUqpG4EFgAl4UWv9o1LqAWCF1nou8ALwX6XUZuAQ/uQ7rqROrONJRLGy+khSLcThpTXOVcci56qFEEIIIVqH1voD4INat90b9r0TmN6YaybtVvD6VqtjSeS5aiGEqJGIYmX1kaRaCCGEEKJtJGVi3RGLlclqtRDtW32r1bEk8ly1EEIIIYRoG0mXWLd0sbKmkKRaCBHOa41/bro9FiuT1WohhBBCiJaTVIl1udcW9/5EnKuWpFoI0RiNLVbWFJJUCyGEEEIkt6RKrJsqUcXKGkuSaiE6tkScq5akWgghhBAi+bVqYq2UOkcptUEptVkpdWdzrtUez1ULIZJTS8amaBJVrKyxJKkWIvm1dnwSQgjROlotsVZKmYCngXOBocAlSqmhTblWe0yqZbVaiOTUUrGpPZ6rFkIkt5acOwkhhEis1lyxHg1s1lpv1Vq7gDeByY29iBQrE0K0sGbHpvaYVMtqtRDtQovMnYQQQiReaybWPYH8sJ8LArc1mBQrE0K0gmbFJilWJoRoRc2eOwkhhGgb5rYegFLqOuC6wI/lr57w4oZmXrITcLCZ12gpMpbYkmk8MpboWmosfVrgGglXOzYteff25sYmqPU73RnjQWvqucirLTCQ2mNpYzKW6GQssbXEeDpEbFpQ+J8Wj01tTMYSXTKNBZJrPB1xLO0yPh3uWjOx3gX0Cvs5L3BbBK31DGBGS72oUmqF1npkS12vOWQssSXTeGQs0SXTWFpYm8QmSK7fqYwlOhlLdMk0Fki+8bSgeuOTxKbEkbHElkzjkbGIZNGaW8GXAwOVUv2UUlbgYmBuK76eEEI0hMQmIUSykvgkhBDtVKutWGutPUqpG4EFgAl4UWv9Y2u9nhBCNITEJiFEspL4JIQQ7VernrHWWn8AfNCarxFFi26PaiYZS2zJNB4ZS3TJNJYW1UaxCZLrdypjiU7GEl0yjQWSbzwtRuZOMpYYkmkskFzjkbGIpKC01m09BiGEEEIIIYQQot1qzTPWQgghhBBCCCFEh9dhEmulVC+l1OdKqXVKqR+VUje34VjsSqllSqk1gbHc31ZjCRuTSSm1Win1fhuPY7tS6gel1HdKqRVtPJYspdQ7SqmflFLrlVJj23AsgwO/k5qvUqXULW04nlsDf3fXKqXeUErZ22os7Z3EpnrHlBSxKTAWiU91xyGxqQOT+FTvmJIiPklsijoOiU0i6XSYreBKqe5Ad631KqVUOrASmKK1XtcGY1FAqta6XCllAb4CbtZaf5PosYSN6XfASCBDa/2zNhzHdmCk1rrN+w0qpV4BFmutnw9UX03RWhe38bBQSpnwt1c5QWu9ow1evyf+v7NDtdZVSqm3gQ+01i8neiwdgcSmeseUFLEpMJbtSHyKNyaJTR2MxKd6x5QU8UliU71jktgkkkKHWbHWWu/RWq8KfF8GrAd6ttFYtNa6PPCjJfDVZp9gKKXygPOB59tqDMlGKZUJnAy8AKC1drX1G0OY04EtbfHmEMYMOJRSZiAF2N2GY2nXJDbFJrEpuiSOTxKbOhiJT7FJfKpLYlNcEptEx0mswyml+gLHAt+24RhMSqnvgP3AQq11m40FeAz4A+BrwzHU0MDHSqmVSqnr2nAc/YADwEuBbV7PK6VS23A84S4G3mirF9da7wIeAXYCe4ASrfXHbTWejkRiUx2PkTyxCSQ+1UdiUwcm8amOx0ie+CSxKT6JTSIpdLjEWimVBswCbtFal7bVOLTWXq31CCAPGK2UGtYW41BK/QzYr7Ve2RavH8VJWuvjgHOB3yqlTm6jcZiB44BntdbHAhXAnW00lqDAtqpJwMw2HEM2MBn/G2gPIFUpdXlbjaejkNgUKQljE0h8ikliU8cm8SlSEsYniU0xSGwSyaRDJdaBMzmzgNe01u+29XgAAltkPgfOaaMhjAMmBc7nvAmcppT6XxuNpeZTPbTW+4HZwOg2GkoBUBD2afg7+N8s2tq5wCqt9b42HMMZwDat9QGttRt4FzixDcfT7klsiiqpYhNIfKqHxKYOSuJTVEkVnyQ2xSWxSSSNDpNYB4pevACs11r/q43H0lkplRX43gGcCfzUFmPRWt+ltc7TWvfFv1XmM611m3yKppRKDRRHIbB16CxgbVuMRWu9F8hXSg0O3HQ6kPBiLVFcQhtuZwrYCYxRSqUE/l2djv/cnWgCiU3RJVNsAolPDSCxqQOS+BRdMsUniU31ktgkkoa5rQfQgsYBVwA/BM7nAPxRa/1BG4ylO/BKoEqhAbyttW7zVjJJoCsw2x9zMAOva60/asPx3AS8FthGtBX4ZRuOpeYN80zg+rYch9b6W6XUO8AqwAOsBma05ZjaOYlN7YPEpxgkNnVoEp+Sn8SmGCQ2iWTTYdptCSGEEEIIIYQQbaHDbAUXQgghhBBCCCHagiTWQgghhBBCCCFEM0hiLYQQQgghhBBCNIMk1kIIIYQQQgghRDNIYi2EEEIIIYQQQjSDJNYiLqXU/yml1iulXmvCc/sqpS5tjXEFrn+jUmqzUkorpTq11usIIZKPxCYhRLKS+CTE4UkSa1GfG4AztdaXNeG5fYFGvzkEelg2xBLgDGBHY19DCNHuSWwSQiQriU9CHIYksRYxKaWeA44APlRK3aqUSlVKvaiUWqaUWq2Umhx4XF+l1GKl1KrA14mBSzwMjFdKfRd4/lVKqafCrv++UuqUwPflSql/KqXWAGOVUpcHXuc7pdS/o71haK1Xa623t+5vQQiRbCQ2CSGSlcQnIQ5fkliLmLTWvwZ2A6dqrR8F7gY+01qPBk4F/qGUSgX24/9k9jjgIuCJwCXuBBZrrUcEnh9PKvCt1no4UBi4zjit9QjACzTlU18hRAcksUkIkawkPglx+DK39QBEu3IWMEkpdVvgZzvQG/8byFNKqRH4A/mgJlzbC8wKfH86cDywXCkF4MD/BiSEENFIbBJCJCuJT0IcJiSxFo2hgKla6w0RNyp1H7APGI5/F4QzxvM9RO6SsId979Rae8Ne5xWt9V0tMWghRIcnsUkIkawkPglxmJCt4KIxFgA3qcBHoUqpYwO3ZwJ7tNY+4Aqg5kxPGZAe9vztwAillKGU6gWMjvE6nwLTlFJdAq+To5Tq06J/EiFERyKxSQiRrCQ+CXGYkMRaNMaDgAX4Xin1Y+BngGeAKwPFM44EKgK3fw94lVJrlFK34q9EuQ1Yh/8s0apoL6K1XgfcA3yslPoeWAh0r/045W9nUQDkBcb0fMv8MYUQ7YzEJiFEspL4JMRhQmmt23oMQgghhBBCCCFEuyUr1kIIIYQQQgghRDNIYi2EEEIIIYQQQjSDJNZCCCGEEEIIIUQzSGIthBBCCCGEEEI0gyTWQgghhBBCCCFEM0hiLYQQQgghhBBCNIMk1kIIIYQQQgghRDNIYi2EEEIIIYQQQjTD/wcjlNqgONf1qQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_classes = 3\n",
    "x_train, y_train = get_data(num_classes)\n",
    "x_train_adv, model = get_adversarial_examples(x_train, y_train, kernel='linear')\n",
    "plot_results(model, x_train, y_train, x_train_adv, num_classes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.8 SVC, linear kernel, multi-classification with CarliniL2Method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_classes = 3\n",
    "x_train, y_train = get_data(num_classes)\n",
    "x_train_adv, model = get_adversarial_examples(x_train, y_train, kernel='linear', attack='CW')\n",
    "plot_results(model, x_train, y_train, x_train_adv, num_classes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.9 SVC, rbf kernel, binary classification with Projected Gradient Descent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_classes = 2\n",
    "x_train, y_train = get_data(num_classes)\n",
    "x_train_adv, model = get_adversarial_examples(x_train, y_train, kernel='rbf')\n",
    "plot_results(model, x_train, y_train, x_train_adv, num_classes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.10 SVC, rbf kernel, binary classification with CarliniL2Method "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_classes = 2\n",
    "x_train, y_train = get_data(num_classes)\n",
    "x_train_adv, model = get_adversarial_examples(x_train, y_train, kernel='rbf', attack='CW')\n",
    "plot_results(model, x_train, y_train, x_train_adv, num_classes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.11 SVC, rbf kernel, multi-classification with Projected Gradient Descent "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_classes = 3\n",
    "x_train, y_train = get_data(num_classes)\n",
    "x_train_adv, model = get_adversarial_examples(x_train, y_train, kernel='rbf')\n",
    "plot_results(model, x_train, y_train, x_train_adv, num_classes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.12 SVC, rbf kernel, multi-classification with CarliniL2Method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_classes = 3\n",
    "x_train, y_train = get_data(num_classes)\n",
    "x_train_adv, model = get_adversarial_examples(x_train, y_train, kernel='rbf', attack='CW')\n",
    "plot_results(model, x_train, y_train, x_train_adv, num_classes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3 Example: MNIST"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.1 Load and transform MNIST dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "(x_train, y_train), (x_test, y_test), min_, max_ = load_mnist()\n",
    "\n",
    "n_samples_train = x_train.shape[0]\n",
    "n_features_train = x_train.shape[1] * x_train.shape[2] * x_train.shape[3]\n",
    "n_samples_test = x_test.shape[0]\n",
    "n_features_test = x_test.shape[1] * x_test.shape[2] * x_test.shape[3]\n",
    "\n",
    "x_train = x_train.reshape(n_samples_train, n_features_train)\n",
    "x_test = x_test.reshape(n_samples_test, n_features_test)\n",
    "\n",
    "y_train = np.argmax(y_train, axis=1)\n",
    "y_test = np.argmax(y_test, axis=1)\n",
    "\n",
    "n_samples_max = 200\n",
    "x_train = x_train[0:n_samples_max]\n",
    "y_train = y_train[0:n_samples_max]\n",
    "x_test = x_test[0:n_samples_max]\n",
    "y_test = y_test[0:n_samples_max]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.2 Train SVC classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = SVC(C=1.0, kernel='linear', probability=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SVC(kernel='linear', probability=True)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.fit(X=x_train, y=y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.3 Create and apply ProjectedGradientDescent Attack with ART"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "art_classifier = SklearnClassifier(model=model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "pgd = ProjectedGradientDescent(estimator=art_classifier, norm=np.inf, eps=.2, eps_step=0.1, max_iter=2, \n",
    "                               targeted=False, num_random_init=0, batch_size=128, verbose=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "x_train_adv = pgd.generate(x_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_test_adv = pgd.generate(x_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.4 Evaluate SVC classifier on benign and adversarial samples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Benign Training Score: 1.0000\n"
     ]
    }
   ],
   "source": [
    "score = model.score(x_train, y_train)\n",
    "print(\"Benign Training Score: %.4f\" % score)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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0lO0natvWSVppe5lGLhvukHRRC+YD0GITuTrwY0ljXV8svwk/gCmBFYNAcpQAkBwlACRHCQDJUQJAcpQAkBwlACRHCQDJUQJAcpQAkBwlACRHCQDJUQJAcpQAkBwlACRX93MHmroz+zVJL43aNF/S7rYNcPCYrzGdPF8nzyY1f76jIuLDYwVtLYFf2bndFxE9lQ1QB/M1ppPn6+TZpPbOx9MBIDlKAEiu6hLYUPH+62G+xnTyfJ08m9TG+Sp9TQBA9ao+EwBQMUoASI4SAJKjBIDkKAEguf8BsRZSmAIzL0AAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.matshow(x_train[0, :].reshape((28, 28)))\n",
    "plt.clim(0, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Benign Training Predicted Label: 5\n"
     ]
    }
   ],
   "source": [
    "prediction = model.predict(x_train[0:1, :])[0]\n",
    "print(\"Benign Training Predicted Label: %i\" % prediction)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Adversarial Training Score: 0.1250\n"
     ]
    }
   ],
   "source": [
    "score = model.score(x_train_adv, y_train)\n",
    "print(\"Adversarial Training Score: %.4f\" % score)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.matshow(x_train_adv[0, :].reshape((28, 28)))\n",
    "plt.clim(0, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Adversarial Training Predicted Label: 3\n"
     ]
    }
   ],
   "source": [
    "prediction = model.predict(x_train_adv[0:1, :])[0]\n",
    "print(\"Adversarial Training Predicted Label: %i\" % prediction)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Benign Test Score: 0.7650\n"
     ]
    }
   ],
   "source": [
    "score = model.score(x_test, y_test)\n",
    "print(\"Benign Test Score: %.4f\" % score)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.matshow(x_test[0, :].reshape((28, 28)))\n",
    "plt.clim(0, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Benign Test Predicted Label: 7\n"
     ]
    }
   ],
   "source": [
    "prediction = model.predict(x_test[0:1, :])[0]\n",
    "print(\"Benign Test Predicted Label: %i\" % prediction)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Adversarial Test Score: 0.1300\n"
     ]
    }
   ],
   "source": [
    "score = model.score(x_test_adv, y_test)\n",
    "print(\"Adversarial Test Score: %.4f\" % score)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.matshow(x_test_adv[0, :].reshape((28, 28)))\n",
    "plt.clim(0, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Adversarial Test Predicted Label: 9\n"
     ]
    }
   ],
   "source": [
    "prediction = model.predict(x_test_adv[0:1, :])[0]\n",
    "print(\"Adversarial Test Predicted Label: %i\" % prediction)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.5 Investigate dependence on attack budget eps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 1.0)"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "eps_list = [0.05, 0.1, 0.2, 0.3]\n",
    "score_list = list()\n",
    "\n",
    "for eps in eps_list:\n",
    "    pgd = ProjectedGradientDescent(estimator=art_classifier, norm=np.inf, eps=eps, eps_step=0.01, max_iter=60, \n",
    "                                   targeted=False, num_random_init=0, batch_size=128, verbose=False)\n",
    "    x_test_adv = pgd.generate(x_test)\n",
    "    score = model.score(x_test_adv, y_test)\n",
    "    score_list.append(score)\n",
    "\n",
    "plt.plot(eps_list, score_list)\n",
    "plt.xlabel('eps')\n",
    "plt.ylabel('Test Accuracy')\n",
    "plt.ylim((0, 1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.6 Targeted PGD attack"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "pgd = ProjectedGradientDescent(estimator=art_classifier, norm=np.inf, eps=0.5, eps_step=0.01, max_iter=20, \n",
    "                               targeted=True, num_random_init=3, batch_size=128, verbose=False)\n",
    "y_test_target = np.zeros((y_test.shape[0], 10))\n",
    "target_label = 7\n",
    "y_test_target[:, target_label] = 1\n",
    "x_test_adv = pgd.generate(x_test, y=y_test_target)\n",
    "score = model.score(x_test_adv, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Targeted Benign Test Score: 0.6500\n"
     ]
    }
   ],
   "source": [
    "score = model.score(x_test_adv, np.argmax(y_test_target, axis=1))\n",
    "print(\"Targeted Benign Test Score: %.4f\" % score)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.matshow(x_test_adv[16, :].reshape((28, 28)))\n",
    "plt.clim(0, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Target Label: 7\n",
      "Predicted Label: 7\n"
     ]
    }
   ],
   "source": [
    "prediction = model.predict(x_test_adv[16:17, :])[0]\n",
    "print(\"Target Label: %i\" % target_label)\n",
    "print(\"Predicted Label: %i\" % prediction)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "py37_tf220",
   "language": "python",
   "name": "py37_tf220"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
